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(frame) 25.01300 (w) 10 (ork) -366.01000 (can) -367 (le) 25.01790 (v) 14.98280 (erage) -365.99000 (the) -366.01000 (more) ] TJ 11.95510 TL T* [ (general) -358.01700 (and) -358.01300 (po) 24.98600 (werful) -358.01500 (multi\055le) 25.01420 (v) 14.98280 (el) -358.01600 (representations) -357.98900 (in) -358.98700 (a) -357.98400 (pre\055) ] TJ T* [ (trained) -249.98500 (discriminati) 24.98970 (v) 14.98280 (e) -250.00200 (DNN\056) ] TJ 11.95510 -12.01090 Td [ (There) -307.01100 (are) -308 (se) 25.01670 (v) 14.98280 (eral) -307.01200 (w) 10 (orks) -308.01500 (that) -306.99300 (use) -307.98000 (a) -307.01200 (pre\055trained) -307.98000 (discrimi\055) ] TJ -11.95510 -11.95470 Td [ (nati) 24.99150 (v) 14.98280 (e) -293.01400 (model) -292.98500 (to) -292.99800 (aid) -293.00300 (the) -293.00300 (training) -292.98100 (of) -293.00900 (a) -293.01500 (generator) 55.01290 (\056) -438.98300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 245.38900 327.36000 Tm (31) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 255.35200 327.36000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 260.76100 327.36000 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 265.74300 327.36000 Tm [ (\135) -293.01200 (add) ] TJ -215.63000 -11.95510 Td [ (a) -271.99800 (re) 15.00980 (gularization) -270.98200 (term) -271.98200 (that) -272.01800 (encourages) -271.00700 (the) -271.98600 (reconstructed) -272.01600 (im\055) ] TJ 11.95630 TL T* [ (age) -202.98900 (to) -203.99300 (be) -202.98500 (similar) -204.01300 (to) -203.01300 (the) -203.01800 (original) -204.01500 (image) -203.00900 (in) -203.99300 (the) -203.01800 (feature) -202.99300 (space) -204.00800 (of) ] TJ 11.95470 TL T* [ (a) -297.99400 (discriminati) 24.98970 (v) 14.98280 (e) -299.01400 (netw) 10.00940 (ork\056) -455.01200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 159.98000 291.49400 Tm (59) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 169.94300 291.49400 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 175.41200 291.49400 Tm (26) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 185.37500 291.49400 Tm [ (\135) -297.99300 (use) -299.00200 (an) -297.99000 (additional) -299.00900 (\223style) ] TJ -135.26200 -11.95510 Td [ (loss\224) -340.00100 (based) -340.99500 (on) -340.01200 (Gram) -340.99500 (m) 0.99248 (atrices) -340.99800 (of) -339.98100 (feature) -341.00900 (acti) 24.98110 (v) 24.98110 (ations\056) -581.01100 (Dif\055) ] TJ 11.95510 TL T* [ (ferent) -305.01100 (from) -304.99700 (our) -305 (method\054) -317.99200 (all) -304.99800 (the) -305 (w) 10 (orks) -304.99600 (abo) 14.98280 (v) 14.98280 (e) -305.01300 (only) -304.98600 (add) -305.00300 (loss) ] TJ T* [ (terms) -294.99200 (to) -294.01700 (re) 15.00980 (gularize) -295.00100 (the) -295.00200 (generator\047) 55.01040 (s) ] TJ /R36 9.96260 Tf 140.68400 0 Td (output) Tj /R26 9.96260 Tf 25.46410 0 Td [ (\054) -305.98600 (without) -295.01000 (re) 15.00980 (gular) 20.00650 (\055) ] TJ -166.14800 -11.95590 Td [ (izing) -250.01600 (its) ] TJ /R36 9.96260 Tf 34.32110 0 Td [ (internal) -249.99900 (r) 37.01960 (epr) 36.98160 (esentations) ] TJ /R26 9.96260 Tf 95.29060 0 Td (\056) Tj /R24 9.96260 Tf -129.61200 -19.21090 Td [ (Matching) -440.98500 (Intermediate) -441 (Repr) 18.00560 (esentations) -440.98000 (Between) -441.01000 (T) 74 (w) 10 (o) ] TJ (DNNs\056) ' /R26 9.96260 Tf 39.85900 0 Td [ (There) -545.01000 (ha) 19.99790 (v) 14.98280 (e) -545.99200 (been) -545.00600 (some) -544.98900 (w) 10 (orks) -544.99500 (that) -546.01200 (attempt) -545.01700 (to) ] TJ -39.85900 -11.95590 Td [ (\223match\224) -656.98200 (the) -656.98000 (intermediate) -656.99700 (representations) -656.99800 (between) -656.98100 (tw) 10.00810 (o) ] TJ T* [ (DNNs\056) -324.00700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 84.60270 188.59600 Tm (51) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 94.56520 188.59600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 99.59650 188.59600 Tm (20) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 109.55900 188.59600 Tm [ (\135) -255.02000 (use) -255.00900 (the) -253.98900 (intermediate) -254.98600 (representations) -254.98700 (of) -255.01400 (one) ] TJ -59.44690 -11.95510 Td [ (pre\055trained) -358.99200 (DNN) -360.01000 (to) -358.98700 (guide) -358.98100 (another) -358.98900 (DNN) -360.01100 (in) -358.98700 (the) -358.99200 (conte) 14.98520 (xt) -360.00600 (of) ] TJ 11.95510 TL T* [ (kno) 24.99150 (wledge) -205.99300 (transfer) 55.01040 (\056) -295.00700 (Our) -204.98000 (method) -206.01300 (can) -204.98900 (be) -206.00500 (considered) -205.98800 (as) -204.98300 (a) -206.01000 (spe\055) ] TJ T* [ (cial) -273.00800 (kind) -274.01100 (of) -273.01100 (kno) 24.99090 (wledge) -273.00200 (transfer) 55.01040 (\056) -380.01300 (Ho) 24.98360 (we) 25.01420 (v) 14.98280 (er) 39.98600 (\054) -279.01000 (we) -273.01600 (aim) -272.99900 (at) -273.99100 (trans\055) ] TJ T* [ (ferring) -313.98400 (the) -312.99900 (kno) 24.99090 (wledge) -314.01500 (in) -314.01400 (a) -313.01200 (bottom\055up) -314.01700 (DNN) -313 (to) -314.01400 (a) -313.99200 (top\055do) 25 (wn) ] TJ 11.95630 TL T* [ (generati) 24.98420 (v) 14.98280 (e) -206.00900 (model\054) -214.99600 (instead) -205.98300 (of) -206.00400 (another) -205.99500 (bottom\055up) -207.01400 (DNN\056) -205.99500 (Also\054) ] TJ 11.95470 TL T* [ (some) -316.98700 (auto\055encoder) -316.99700 (architectures) -316.99600 (emplo) 9.98363 (y) -317.00100 (layer) 19.99670 (\055wise) -316.99900 (recon\055) ] TJ T* [ (struction) -208.98900 (loss) -209 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 107.96500 104.91000 Tm (60) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 117.92700 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 122.51000 104.91000 Tm (48) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 132.47300 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 137.04500 104.91000 Tm (67) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 147.00800 104.91000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 151.58000 104.91000 Tm (66) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 161.54300 104.91000 Tm [ (\135\056) -297.01000 (The) -209.01900 (layer) 19.99670 (\055wise) -209.01700 (loss) -209 (is) -209.99200 (usually) ] TJ -111.43100 -11.95510 Td [ (accompanied) -229.00300 (by) -229.01100 (lateral) -229.01600 (connect) 0.98881 (ions) -228.99700 (from) -229.01100 (the) -229.01300 (encoder) -228.98400 (to) -229.00800 (the) ] TJ 11.95510 TL T* [ (decodery) 65.01240 (\056) -416.98700 (On) -285.98400 (the) -285.98400 (other) -285.98200 (hand\054) -294.99600 (SGAN) -284.98800 (is) -286.01800 (a) -285.99600 (generati) 24.98360 (v) 14.98280 (e) -285.99600 (model) ] TJ 258.75000 629.03700 Td [ (and) -217.01800 (does) -217.99100 (not) -217.00500 (require) -218 (an) 15.01710 (y) -217.01800 (information) -217.01800 (from) -217.99300 (the) -217.01300 (encoder) -218.00300 (once) ] TJ T* [ (training) -422.01800 (completes\056) -825.98700 (Another) -421.98800 (important) -422.98800 (dif) 24.98600 (ference) -421.98800 (is) -421.99300 (that) ] TJ T* [ (we) -394.99500 (use) -396.00500 (adv) 14.98280 (ersarial) -394.99300 (loss) -395.98800 (instead) -395.01300 (of) ] TJ /R90 9.96260 Tf 144.11300 0 Td [ (L) -0.60284 ] TJ /R86 9.96260 Tf 6.78008 0 Td (2) Tj /R26 9.96260 Tf 8.92109 0 Td [ (reconstruction) -394.99800 (loss) ] TJ -159.81400 -11.95510 Td [ (to) -249.98500 (match) -249.98300 (intermediate) -250.00700 (representations\056) ] TJ /R24 9.96260 Tf 19.15590 TL T* [ (V) 37.01590 (isualizing) -349.01000 (Deep) -348.01300 (Repr) 18.00430 (esentations\056) ] TJ /R26 9.96260 Tf 152.73800 0 Td [ (Our) -348.99600 (w) 10.00320 (ork) -348.01500 (is) -348.98600 (also) -348.98600 (re\055) ] TJ -152.73800 -11.95510 Td [ (lated) -322.99500 (to) -324.01200 (the) -322.99800 (recent) -323.99000 (ef) 25.00810 (forts) -322.99500 (in) -324.01500 (vis) 1 (ualizing) -323.99500 (the) -322.99500 (internal) -324.00500 (repre\055) ] TJ 11.95510 TL T* [ (sentations) -311.00700 (of) -311.00400 (DNNs\056) -492.01800 (One) -311.00200 (popular) -310.98700 (approach) -311.00200 (uses) -310.99200 (gradient\055) ] TJ 11.95590 TL T* [ (based) -348.01300 (optimization) -349.02000 (to) -348.00800 <026e64> -349.01500 (an) -347.98100 (image) -348.00600 (whose) -348.98600 (representation) ] TJ 11.95510 TL T* [ (is) -391.02100 (close) -390.98400 (to) -390.98100 (the) -392.00600 (one) -390.98900 (we) -390.99600 (w) 10.00320 (ant) -390.98400 (to) -390.98400 (visualize) -391.00800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 482.72900 607.19500 Tm (37) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 492.69100 607.19500 Tm [ (\135\056) -733.99500 (Other) -390.98400 (ap\055) ] TJ -183.82900 -11.95510 Td [ (proaches\054) -229.01300 (such) -225.00900 (as) -224 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 383.39300 595.24000 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 388.37400 595.24000 Tm [ (\135\054) -228.98100 (train) -223.99200 (a) -224.00700 (top\055do) 25 (wn) -225.01100 (decon) 39.99820 (v) 20.00160 (olutional) -223.99700 (net\055) ] TJ -79.51170 -11.95510 Td [ (w) 10 (ork) -352.99300 (to) -352.98800 (recons) 0.98513 (truct) -352.98800 (the) -352.99300 (input) -353.01000 (image) -352.00500 (from) -352.99000 (a) -353.00500 (feature) -353.00500 (repre\055) ] TJ 11.95470 TL T* [ (sentation) -410.01500 (by) -410 (minimizing) -409.00500 (the) -410 (Euclidean) -409.99000 (reconstruction) -410.01500 (er) 19.98690 (\055) ] TJ T* [ (ror) -303.01100 (in) -302.99600 (image) -302.99400 (space\056) -469.02000 (Ho) 24.98360 (we) 25.01540 (v) 14.98280 (er) 39.98350 (\054) -315.98200 (there) -303.00800 (is) -302.99400 (inherent) -302.98900 (uncertainty) ] TJ 11.95630 TL T* [ (in) -372.00400 (the) -372.00900 (reconstruction) -371.98200 (process\054) -403.01600 (since) -372.00700 (the) -372.00700 (representations) -371.98700 (in) ] TJ 11.95470 TL T* [ (higher) -233.00500 (layers) -233.01300 (of) -233.01700 (the) -233.01300 (DNN) -233.01300 (are) -232.99100 (trained) -233.00500 (to) -233.01000 (be) -233.02000 (in) 40.00310 (v) 24.98110 (ariant) -233.01000 (to) -233.01000 (irrel\055) ] TJ T* [ (e) 25.01050 (v) 24.98110 (ant) -271.98600 (transformations) -273.00600 (and) -271.98900 (to) -271.98400 (ignore) -272.99900 (l) 0.98513 (o) 24.98110 (w\055le) 25.01540 (v) 14.98280 (el) -273.00800 (details\056) -377.01100 (W) 39.99330 (ith) ] TJ T* [ (Euclidean) -365.01800 (training) -365.00800 (objecti) 25 (v) 14.98280 (e\054) -394.01300 (the) -366.00800 (decon) 39.99820 (v) 20.00160 (olutional) -364.99300 (netw) 10.00810 (ork) ] TJ T* [ (tends) -308.98800 (to) -310.01400 (produce) -309 (blurry) -310.01200 (images\056) -488.01200 (T) 79.99160 (o) -309.98300 (alle) 24.98110 (viate) -308.99700 (this) -310.00200 (problem\054) ] TJ T* [ (Doso) 14.99750 (vitskiy) -241.99600 (abd) -241.99400 (Brox) -242.01800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 401.73400 487.64400 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 406.71500 487.64400 Tm [ (\135) -242.00400 (further) -241.99400 (propose) -242.01800 (a) -242.00400 (feature) -242.00400 (loss) -242.01400 (and) ] TJ -97.85270 -11.95590 Td [ (an) -382.99500 (adv) 14.98280 (ersarial) -382.99500 (loss) -381.99000 (that) -383.01900 (enables) -382.98500 (much) -383.01500 (sharper) -382.99500 (reconstruc\055) ] TJ 11.95510 TL T* [ (tions\056) -523.01800 (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -339 (it) -322.01000 (still) -321.01000 (does) -320.99500 (not) -320.98600 (tackle) -321 (the) -320.99500 (problem) -322 (of) -321.00500 (un\055) ] TJ T* [ (certainty) -294.99500 (in) -294.99700 (reconstruction\056) -446.00900 (Gi) 24.98600 (v) 14.98280 (en) -295.01000 (a) -295.01400 (high\055le) 24.99580 (v) 14.98280 (el) -295.98500 (feature) -295.01400 (rep\055) ] TJ T* [ (resentation\054) -391.00300 (the) -364.01000 (decon) 40 (v) 20.00160 (olutional) -362.99300 (netw) 10.00810 (ork) -362.99300 (deterministically) ] TJ T* [ (generates) -384.01200 (a) -385 (single) -383.98700 (image\054) -417.98900 (despite) -385.01400 (the) -384.00500 (f) 9.99343 (act) -384.99500 (that) -384 (there) -384.99500 (e) 15.01220 (xist) ] TJ T* [ (man) 14.99010 (y) -237.99500 (images) -238.01700 (ha) 19.99670 (ving) -238.01700 (the) -237.99200 (same) -237.99000 (representation\056) -306.00300 (Also\054) -240.99400 (there) -238 (is) ] TJ 11.95590 TL T* [ (no) -261.98600 (ob) 14.98770 (vious) -260.98600 (w) 10 (ay) -261.99500 (to) -261.98300 (sample) -260.99600 (images) -262.01500 (because) -261.01500 (the) -261.98600 (feature) -262 (prior) ] TJ 11.95510 TL T* [ (distrib) 19.99180 (ution) -202.01500 (is) -201.01300 (unkno) 25 (wn\056) -294.02000 (Concurrent) -202.02000 (to) -201.01500 (our) -202 (w) 10.00320 (ork\054) -211.01400 (Nguyen) ] TJ /R36 9.96260 Tf 229.05700 0 Td (et) Tj -229.05700 -11.95510 Td (al) Tj /R26 9.96260 Tf 7.76094 0 Td [ (\056) -344.01900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 325.85900 380.04700 Tm (42) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 335.82100 380.04700 Tm [ (\135) -343.98400 (incorporate) -344.00600 (the) -342.99400 (feature) -343.98700 (prior) -344.01100 (with) -343.99700 (a) -343.98700 (v) 24.98110 (ariant) -344.01100 (of) -344.02100 (de\055) ] TJ -26.95900 -11.95470 Td [ (noising) -382.01200 (auto\055encoder) -382.00700 (\050D) 39.99330 (AE\051\056) -382.01000 (Their) -382.00500 (sampling) -382.01000 (relies) -382.98500 (on) -382.00500 (an) ] TJ 11.95510 TL T* [ (iterati) 24.99340 (v) 14.98280 (e) -347.00600 (optimization) -346.98100 (procedure\054) -370.99200 (while) -346.98100 (we) -347.98100 (are) -347.01100 (focused) -346.99100 (on) ] TJ 11.95630 TL T* [ (ef) 25.00810 <026369656e74> -250.01200 (feed\055forw) 9.98853 (ard) -250 (sampling\056) ] TJ /R24 11.95520 Tf 23.77190 TL T* [ (3\056) -249.98900 (Methods) ] TJ /R26 9.96260 Tf 11.95510 -18.92890 Td [ (In) -325.98200 (this) -327.01900 (section) -326.00200 (we) -325.98700 (introduce) -326.98000 (our) -326.01900 (model) -327.01900 (architecture\056) -539.00300 (In) ] TJ -11.95510 -11.95510 Td (Sec\056) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 328.94700 289.52500 Tm (3\0561) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 344.59800 289.52500 Tm [ (we) -321.98800 <627269650379> -320.98100 (o) 14.98280 (v) 14.98280 (ervie) 25.01540 (w) -321.98100 (the) -322.01500 (frame) 25.01050 (w) 10.00320 (ork) -321 (of) -321.98500 (Generati) 24.98110 (v) 14.98280 (e) ] TJ -35.73590 -11.95510 Td [ (Adv) 14.99010 (ersarial) -341.00200 (Netw) 10.00570 (orks\056) -584.00500 (W) 79.98660 (e) -341.00700 (then) -340.98700 (describe) -340.99700 (our) -342.01600 (proposal) -341.01700 (for) ] TJ 11.95470 TL T* [ (Stack) 10.01550 (ed) -368.99700 (Generati) 24.98110 (v) 14.98280 (e) -367.98300 (Adv) 14.99010 (ersarial) -368.99700 (Netw) 10.00810 (orks) -368.00200 (in) -368.98700 (Sec\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 515.23700 265.61500 Tm (3\0562) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 527.69000 265.61500 Tm [ (\056) -666.00200 (In) ] TJ -218.82800 -11.95630 Td (Sect\056) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 331.18800 253.65900 Tm (3\0563) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 346.32100 253.65900 Tm (and) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 363.38800 253.65900 Tm (3\0564) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 378.52100 253.65900 Tm [ (we) -269.01600 (will) -268.98900 (focus) -269.00400 (on) -269.00400 (our) -269.98900 (tw) 10.00810 (o) -269.00900 (no) 14.98770 (v) 14.98280 (el) -269.00900 (loss) -268.98900 (func\055) ] TJ -69.65860 -11.95510 Td [ (tions\054) -250.00500 (conditional) -249.99300 (loss) -250.01200 (and) -249.99300 (entrop) 10.01300 (y) -249.99300 (loss\054) -250.01200 (respecti) 24.98600 (v) 14.98280 (ely) 65.01860 (\056) ] TJ /R24 10.95890 Tf 19.78670 TL T* [ (3\0561\056) -219.99100 (Backgr) 18.01610 (ound\072) -346.00200 (Generati) 10.01170 (v) 9.99384 (e) -220.98300 (Adv) 9.99384 (ersarial) -220.01600 (Netw) 10.00280 (ork) ] TJ /R26 9.96260 Tf 11.95510 -17.93320 Td [ (As) -271.00400 (sho) 24.99340 (wn) -271.00600 (in) -271.00100 (Fig\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 391.98000 203.98400 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 399.66100 203.98400 Tm [ (\050a\051\054) -276.00300 (the) -271.00400 (original) -270.98400 (GAN) -271.00400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 492.12400 203.98400 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 502.08700 203.98400 Tm [ (\135) -271.01800 (is) -270.99900 (trained) ] TJ -193.22500 -11.95510 Td [ (using) -535.99900 (a) -535.99400 (tw) 10.00810 (o\055player) -535.98200 (min\055max) -535.99400 (g) 4.98446 (ame\072) -882 (a) -535.99400 (discriminator) ] TJ /R90 9.96260 Tf 227.72500 0 Td [ (D) -0.90181 ] TJ /R26 9.96260 Tf -227.72500 -11.95470 Td [ (trained) -360.00600 (to) -360.98600 (distinguish) -359.99100 (generated) -360.99900 (images) -359.99900 (from) -360.00900 (real) -361.00300 (images\054) ] TJ 11.95510 TL T* [ (and) -249.01200 (a) -248.00300 (generator) ] TJ /R90 9.96260 Tf 63.86090 0 Td [ (G) -0.29897 ] TJ /R26 9.96260 Tf 10.31090 0 Td [ (trained) -249.00300 (to) -247.98800 (fool) ] TJ /R90 9.96260 Tf 58.90000 0 Td [ (D) -0.90181 ] TJ /R26 9.96260 Tf 8.52500 0 Td [ (\056) -309.98300 (The) -247.99300 (discriminator) -249.00700 (loss) ] TJ /R92 9.96260 Tf -141.59700 -11.95510 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 -1.49492 Td [ (D) -0.10152 ] TJ /R26 9.96260 Tf 9.71797 1.49492 Td [ (and) -249.99300 (the) -249.99000 (generator) -249.99500 (loss) ] TJ /R92 9.96260 Tf 89.64300 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87070 -1.49492 Td [ (G) -0.39909 ] TJ /R26 9.96260 Tf 9.19219 1.49492 Td [ (are) -250.00700 <6465026e6564> -250.01700 (as) -249.99700 (follo) 24.99580 (ws\072) ] TJ /R92 9.96260 Tf -122.29500 -21.57300 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 -1.49492 Td [ (D) -0.10152 ] TJ /R86 9.96260 Tf 9.99375 1.49492 Td [ (\075) -0.79889 ] TJ /R96 9.96260 Tf 10.51720 0 Td [ (E) -0.70086 ] TJ /R94 6.97380 Tf 6.64102 -1.49492 Td [ (x) -0.79819 ] TJ /R98 6.97380 Tf 4.51797 0 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07188 -1.05703 Td [ (d) -0.70086 (a) -0.40189 (t) -0.70086 (a) -0.40189 ] TJ /R86 9.96260 Tf 15.20390 2.55195 Td [ (\133) -0.79889 ] TJ /R92 9.96260 Tf 2.76797 0 Td [ <00> -0.79889 ] TJ /R86 9.96260 Tf 9.40898 0 Td [ (l) -0.79889 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3403.53000 c 3267.38000 3368.67000 3210.86000 3368.67000 3175.99000 3403.53000 c 3141.13000 3438.39000 3141.13000 3494.93000 3175.99000 3529.79000 c 3210.86000 3564.65000 3267.38000 3564.65000 3302.25000 3529.79000 c S 6.61300 w 0.65625 0.74219 0.27246 SCN 3107.26000 3461.98000 m 2886.98000 3461.71000 l S 0.65625 0.74219 0.27246 scn 3140.32000 3462.02000 m 3087.40000 3481.80000 l 3107.26000 3461.98000 l 3107.26000 3461.98000 l 3087.45000 3442.12000 l h f 0 J 0 j 3140.32000 3462.02000 m 3087.40000 3481.80000 l 3107.26000 3461.98000 l 3107.26000 3461.98000 l 3087.45000 3442.12000 l h 3140.32000 3462.02000 m S 1 J 1 j 3477.23000 3437.72000 m 3449.97000 3466.29000 l S 0 J 0 j 3499.15000 3414.76000 m 3490.63000 3450.51000 l 3463.84000 3424.94000 l h 3499.15000 3414.76000 m S Q q 3178 3422 124 98 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 317.61500 344.47200 Tm (Q) Tj /R88 7.37884 Tf 8.33320 -1.58203 Td (0) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 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4287.09000 l S 1 J 1 j 1147.78000 4133.46000 m 1147.78000 4086.51000 l S 1147.78000 3974.09000 m 1147.78000 4053.45000 l 1167.62000 4033.61000 l 1147.78000 4086.51000 l 1127.94000 4033.61000 l 1147.78000 4053.45000 l f 0 J 0 j 1147.78000 3974.09000 m 1147.78000 4053.45000 l 1167.62000 4033.61000 l 1147.78000 4086.51000 l 1127.94000 4033.61000 l 1147.78000 4053.45000 l S 1153.39000 4135.79000 m 1150.29000 4132.69000 1145.27000 4132.69000 1142.16000 4135.79000 c 1139.07000 4138.89000 1139.07000 4143.91000 1142.16000 4147.01000 c 1145.27000 4150.11000 1150.29000 4150.11000 1153.39000 4147.01000 c 1156.49000 4143.91000 1156.49000 4138.89000 1153.39000 4135.79000 c f 1153.39000 4135.79000 m 1150.29000 4132.69000 1145.27000 4132.69000 1142.16000 4135.79000 c 1139.07000 4138.89000 1139.07000 4143.91000 1142.16000 4147.01000 c 1145.27000 4150.11000 1150.29000 4150.11000 1153.39000 4147.01000 c 1156.49000 4143.91000 1156.49000 4138.89000 1153.39000 4135.79000 c S Q q 1056 3844 198 86 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 7.90592 Tf 1 0 0 1 105.51400 386.84300 Tm (E) Tj /R88 5.53413 Tf 5.83594 -1.18633 Td (0) Tj 0.51309 Tc /R86 7.90592 Tf 3.54648 1.18633 Td (\050\366) Tj 0 Tc /R90 7.90592 Tf 3.07500 0 Td (x) Tj /R86 7.90592 Tf 4.51836 0 Td (\051) Tj ET Q Q q 911 4246 244 139 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 90.74260 428.98600 Tm (L) Tj 0.00664 Tc /R88 7.37884 Tf 7.27109 4.35195 Td (cond) Tj 0 Tc /R94 7.37884 Tf 6.95820 TL (G) ' /R124 5.27061 Tf 6.56250 -1.05469 Td (0) Tj ET Q Q q 910 5074 245 139 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 90.74260 511.64800 Tm (L) Tj 0.00664 Tc /R88 7.37884 Tf 7.27109 4.35195 Td (cond) Tj 0 Tc /R94 7.37884 Tf 6.95820 TL (G) ' /R124 5.27061 Tf 6.56250 -1.05469 Td (1) Tj ET Q Q q 916 5913 246 138 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 91.40390 595.63400 Tm (L) Tj 0.00664 Tc /R88 7.37884 Tf 7.27109 4.35195 Td (cond) Tj 0 Tc /R94 7.37884 Tf 6.95820 TL (G) ' /R124 5.27061 Tf 6.56250 -1.05469 Td (2) Tj ET Q Q q 2148 5304 204 139 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 214.67500 534.79400 Tm (L) Tj 0.00369 Tc /R88 7.37884 Tf 7.26992 4.35195 Td [ (ad) -1.01576 (v) ] TJ 0 Tc /R94 7.37884 Tf 6.95781 TL (G) ' /R124 5.27061 Tf 6.56328 -1.05508 Td (2) Tj ET Q Q q 2159 4478 204 136 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 215.99700 452.13100 Tm (L) Tj 0.00369 Tc /R88 7.37884 Tf 7.26992 4.35195 Td [ (ad) -1.01576 (v) ] TJ 0 Tc /R94 7.37884 Tf 6.95781 TL (G) ' /R124 5.27061 Tf 6.56328 -1.05508 Td (1) Tj ET Q Q q 2149 3638 203 139 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 214.67500 368.14600 Tm (L) Tj 0.00369 Tc /R88 7.37884 Tf 7.26992 4.35195 Td [ (ad) -1.01576 (v) ] TJ 0 Tc /R94 7.37884 Tf 6.95781 TL (G) ' /R124 5.27061 Tf 6.56328 -1.05508 Td (0) Tj ET Q Q q 3482 3274 184 132 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 348.10600 331.51000 Tm (L) Tj 0.00664 Tc /R88 7.37884 Tf 7.27109 4.35195 Td [ (en) 31.00880 (t) ] TJ 0 Tc /R94 7.37884 Tf 6.95781 TL (G) ' /R124 5.27061 Tf 6.56328 -1.05508 Td (0) Tj ET Q Q q 3482 4114 185 131 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 348.10600 415.49500 Tm (L) Tj 0.00664 Tc /R88 7.37884 Tf 7.27109 4.35195 Td [ (en) 31.00880 (t) ] TJ 0 Tc /R94 7.37884 Tf 6.95781 TL (G) ' /R124 5.27061 Tf 6.56328 -1.05508 Td (1) Tj ET Q Q q 3475.94000 4941.16000 183.46900 132.26200 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 347.44500 498.15800 Tm (L) Tj 0.00664 Tc /R88 7.37884 Tf 7.27109 4.35195 Td [ (en) 31.00880 (t) ] TJ 0 Tc /R94 7.37884 Tf 6.95781 TL (G) ' /R124 5.27061 Tf 6.56328 -1.05508 Td (2) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 2642.70000 7048.95000 m 2642.70000 6946.93000 l S /R111 cs 0 0 0 scn 2642.70000 7082.01000 m 2622.86000 7029.11000 l 2642.70000 7048.95000 l 2642.70000 7048.95000 l 2662.54000 7029.11000 l h f 0 J 0 j 2642.70000 7082.01000 m 2622.86000 7029.11000 l 2642.70000 7048.95000 l 2642.70000 7048.95000 l 2662.54000 7029.11000 l h 2642.70000 7082.01000 m S Q q 2760.91000 7001.27000 698.13700 68.44530 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.27345 Tf 1 0 0 1 275.90200 701.82100 Tm [ (E) -0.61090 (n) -0.58405 (c) -0.41286 (o) -27.98060 (d) -0.58405 (e) -0.41286 (r) -333.70300 (f) -0.58405 (or) -0.67468 (w) 27.80270 (ar) -0.67468 (d) -334.57900 (p) -0.58405 (at) 0.08392 (h) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 3952.07000 7010.45000 m 3952.07000 7109.75000 l S /R111 cs 0 0 0 scn 3952.07000 6977.39000 m 3971.91000 7030.29000 l 3952.07000 7010.45000 l 3952.07000 7010.45000 l 3932.23000 7030.29000 l h f 0 J 0 j 3952.07000 6977.39000 m 3971.91000 7030.29000 l 3952.07000 7010.45000 l 3952.07000 7010.45000 l 3932.23000 7030.29000 l h 3952.07000 6977.39000 m S Q q 4072.96000 6997.13000 757.44900 68.44530 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.27345 Tf 1 0 0 1 407.11300 701.40700 Tm [ (G) -0.69146 (e) -0.41622 (n) -0.58405 (e) -0.41622 (r) -0.67803 (at) -0.87943 (or) -333.70000 (f) -0.58405 (or) -0.67132 (w) 26.77900 (ar) -0.67132 (d) -333.61300 (p) -0.58405 (at) -0.87943 (h) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0.30713 0.57812 1 SCN 2666.71000 6584.04000 m 2702.04000 6530.54000 l S 0 J 0 j 2649.22000 6610.53000 m 2651.25000 6573.84000 l 2682.16000 6594.24000 l h 2649.22000 6610.53000 m S Q q 2771.48000 6538.13000 508.18400 56.76950 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.29777 Tf 1 0 0 1 276.90200 654.04700 Tm [ (C) -0.18065 (on) -0.59883 (d) -0.60552 (i) -0.80290 (t) -0.92333 (i) -0.80290 (on) -0.59883 (al) -333.78500 (l) -0.80290 (os) -0.37469 (s) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 2623.37000 6789.38000 m 2728.91000 6789.38000 l S /R111 cs 0 0 0 scn 2590.30000 6789.38000 m 2643.21000 6769.54000 l 2623.37000 6789.38000 l 2623.37000 6789.38000 l 2643.21000 6809.22000 l h f 0 J 0 j 2590.30000 6789.38000 m 2643.21000 6769.54000 l 2623.37000 6789.38000 l 2623.37000 6789.38000 l 2643.21000 6809.22000 l h 2590.30000 6789.38000 m S Q q 2769.17000 6766.41000 168.82800 53.84380 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.27345 Tf 1 0 0 1 276.77100 676.87500 Tm [ (Noi) -0.81901 (s) -0.41286 (e) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0.70117 0.52734 0.50586 SCN 3447.62000 6566.88000 m 3448.32000 6525.80000 l S 0 J 0 j 3447.09000 6598.61000 m 3429.11000 6566.56000 l 3466.14000 6567.19000 l h 3447.09000 6598.61000 m S Q q 3539.48000 6537.23000 503.60500 56.77340 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.29777 Tf 1 0 0 1 354.17000 653.95700 Tm [ (Ad) -0.62225 (v) 27.22160 (e) -0.37803 (r) -0.70923 (s) -0.38472 (ar) -0.69919 (i) -0.80290 (al) -333.78500 (l) -0.80290 (os) -0.37469 (s) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0.65625 0.74219 0.27246 SCN 4243.81000 6570.41000 m 4216.55000 6598.96000 l S 0 J 0 j 4265.73000 6547.45000 m 4257.21000 6583.19000 l 4230.42000 6557.62000 l h 4265.73000 6547.45000 m S Q q 4381.61000 6526.20000 386.73000 67.45310 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.16804 Tf 1 0 0 1 438.04900 654.28900 Tm [ (E) -0.59264 (n) 27.37710 (t) -0.87874 (r) -0.71525 (op) 27.37710 (y) -334.79300 (l) -0.81743 (os) -0.38147 (s) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n /R111 cs 1 1 1 scn 2649.31000 6406.52000 m 2695.60000 6406.52000 l 2732.13000 6406.52000 2761.73000 6376.91000 2761.73000 6340.39000 c 2761.73000 6329.89000 l 2761.73000 6293.37000 2732.13000 6263.76000 2695.60000 6263.76000 c 2649.31000 6263.76000 l 2612.79000 6263.76000 2583.18000 6293.37000 2583.18000 6329.89000 c 2583.18000 6340.39000 l 2583.18000 6376.91000 2612.79000 6406.52000 2649.31000 6406.52000 c h f 6.61300 w 1 J 1 j /R111 CS 0.20508 0.33814 0.41846 SCN 2649.31000 6406.52000 m 2695.60000 6406.52000 l 2732.13000 6406.52000 2761.73000 6376.91000 2761.73000 6340.39000 c 2761.73000 6329.89000 l 2761.73000 6293.37000 2732.13000 6263.76000 2695.60000 6263.76000 c 2649.31000 6263.76000 l 2612.79000 6263.76000 2583.18000 6293.37000 2583.18000 6329.89000 c 2583.18000 6340.39000 l 2583.18000 6376.91000 2612.79000 6406.52000 2649.31000 6406.52000 c h 2649.31000 6406.52000 m S Q q 2811 6317 282 60 re W n 0 g q 10 0 0 10 0 0 cm BT 0.00474 Tc /R86 7.90592 Tf 1 0 0 1 280.65300 632.05300 Tm [ (Enco) -26.99280 (der) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n /R111 cs 1 1 1 scn 3173.01000 6285.55000 178.55100 120.65600 re f 6.61300 w 1 J 1 j /R111 CS 0.42749 0.31372 0 SCN 3173.01000 6285.55000 178.55100 120.65600 re S Q q 4071.11000 6323.52000 476.13300 59.26950 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.90592 Tf 1 0 0 1 406.87600 632.60600 Tm [ (D) -0.91407 (i) -0.77819 (s) -0.38292 (c) -0.38910 (r) -0.71643 (i) -0.77819 (m) -0.28410 (i) -0.77819 (n) -0.60526 (at) -0.92025 (or) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n /R111 cs 1 1 1 scn 3946.71000 6406.75000 m 4035.99000 6346.96000 l 3946.71000 6287.17000 l 3857.44000 6346.96000 l h f 6.61300 w 1 J 1 j /R111 CS 0.41553 0 0.13379 SCN 3946.71000 6406.75000 m 4035.99000 6346.96000 l 3946.71000 6287.17000 l 3857.44000 6346.96000 l h 3946.71000 6406.75000 m S 4677.39000 6394.90000 m 4699.13000 6373.16000 4699.13000 6337.91000 4677.39000 6316.18000 c 4655.65000 6294.43000 4620.40000 6294.43000 4598.66000 6316.18000 c 4576.92000 6337.91000 4576.92000 6373.16000 4598.66000 6394.90000 c 4620.40000 6416.64000 4655.65000 6416.64000 4677.39000 6394.90000 c f 3.30650 w 0 0 0 SCN 4677.39000 6394.90000 m 4699.13000 6373.16000 4699.13000 6337.91000 4677.39000 6316.18000 c 4655.65000 6294.43000 4620.40000 6294.43000 4598.66000 6316.18000 c 4576.92000 6337.91000 4576.92000 6373.16000 4598.66000 6394.90000 c 4620.40000 6416.64000 4655.65000 6416.64000 4677.39000 6394.90000 c S Q q 3423.04000 6324.60000 343.87500 58.19530 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.90592 Tf 1 0 0 1 342.02800 632.71400 Tm [ (G) -0.71643 (e) -0.38601 (n) -0.60526 (e) -0.38601 (r) -0.71643 (at) -0.92025 (or) ] TJ ET Q Q q 4752 6299 210 78 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 7.90592 Tf 1 0 0 1 475.34900 631.52400 Tm [ (Q) -0.79672 (\055) -0.31498 (Ne) -0.41998 (t) ] TJ ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n [ 26.45200 26.45200 ] 0 d 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 3773.52000 6144.73000 m 3773.52000 3347.43000 l S Q q 3416.04000 4536.66000 59.51950 357.10200 re W n q 591.98000 0 0 942.79800 3411.01000 4350.81000 cm /R122 Do Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 3.30650 w 1 J 1 j /R111 CS 0 0 0 SCN 3416.04000 4536.66000 59.51950 357.10200 re S 6.61300 w 3040.13000 4715.21000 m 3413.48000 4715.21000 l S /R111 cs 0 0 0 scn 3007.06000 4715.21000 m 3059.96000 4695.37000 l 3040.13000 4715.21000 l 3040.13000 4715.21000 l 3059.96000 4735.05000 l h f 0 J 0 j 3007.06000 4715.21000 m 3059.96000 4695.37000 l 3040.13000 4715.21000 l 3040.13000 4715.21000 l 3059.96000 4735.05000 l h 3007.06000 4715.21000 m S 1 J 1 j 0.65625 0.74219 0.27246 SCN 3448.62000 4425.26000 m 3449 4311.93000 l S 0.65625 0.74219 0.27246 scn 3448.25000 4537.68000 m 3448.51000 4458.33000 l 3428.61000 4478.10000 l 3448.62000 4425.26000 l 3468.29000 4478.23000 l 3448.51000 4458.33000 l f 0 J 0 j 3448.25000 4537.68000 m 3448.51000 4458.33000 l 3428.61000 4478.10000 l 3448.62000 4425.26000 l 3468.29000 4478.23000 l 3448.51000 4458.33000 l S Q q 3416.04000 3703.42000 59.51950 357.10200 re W n q 591.98000 0 0 942.79800 3411.01000 3517.57000 cm /R122 Do Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 3.30650 w 1 J 1 j /R111 CS 0 0 0 SCN 3416.04000 3703.42000 59.51950 357.10200 re S 6.61300 w 3040.13000 3881.97000 m 3413.48000 3881.97000 l S /R111 cs 0 0 0 scn 3007.06000 3881.97000 m 3059.96000 3862.13000 l 3040.13000 3881.97000 l 3040.13000 3881.97000 l 3059.96000 3901.81000 l h f 0 J 0 j 3007.06000 3881.97000 m 3059.96000 3862.13000 l 3040.13000 3881.97000 l 3040.13000 3881.97000 l 3059.96000 3901.81000 l h 3007.06000 3881.97000 m S 1 J 1 j 0.65625 0.74219 0.27246 SCN 3448.62000 3589.97000 m 3449 3473.25000 l S 0.65625 0.74219 0.27246 scn 3448.25000 3702.39000 m 3448.51000 3623.04000 l 3428.61000 3642.81000 l 3448.62000 3589.97000 l 3468.29000 3642.94000 l 3448.51000 3623.04000 l f 0 J 0 j 3448.25000 3702.39000 m 3448.51000 3623.04000 l 3428.61000 3642.81000 l 3448.62000 3589.97000 l 3468.29000 3642.94000 l 3448.51000 3623.04000 l S /R123 gs /R117 cs 0.60352 0.80469 0.19604 scn 4070.72000 3643.90000 595.17200 2142.61000 re f /R113 gs [ 26.45200 26.45200 ] 0 d 3.30650 w 1 J 1 j 0.39990 0.39990 0.39990 SCN 4070.72000 3643.90000 595.17200 2142.61000 re S /R111 cs 1 1 1 scn 4189.76000 5429.41000 357.10200 238.06600 re f [ ] 0 d 6.61300 w 0.54492 0.43359 0.20020 SCN 4189.76000 5429.41000 357.10200 238.07000 re S Q q 4844.45000 5369.89000 59.51560 357.10200 re W n q 591.98000 0 0 942.79800 4839.42000 5184.05000 cm /R122 Do Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 3.30650 w 1 J 1 j /R111 CS 0 0 0 SCN 4844.45000 5369.89000 59.51560 357.10200 re S /R111 cs 1 1 1 scn 4189.76000 4596.17000 357.10200 238.06600 re f 6.61300 w 0.54492 0.43359 0.20020 SCN 4189.76000 4596.18000 357.10200 238.06600 re S Q q 4295 4656 152 119 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 13.17650 Tf 1 0 0 1 429.52300 468.08800 Tm (G) Tj /R88 9.22355 Tf 10.36020 -1.97734 Td (1) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n /R111 cs 1 1 1 scn 4189.76000 3762.93000 357.10200 238.06600 re f 6.61300 w 1 J 1 j /R111 CS 0.54492 0.43359 0.20020 SCN 4189.76000 3762.94000 357.10200 238.06600 re S Q q 4289 3823 150 119 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 13.17650 Tf 1 0 0 1 428.86200 384.76400 Tm (G) Tj /R88 9.22355 Tf 10.36020 -1.97734 Td (0) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 4587.57000 5548.45000 m 4841.89000 5548.45000 l S /R111 cs 0 0 0 scn 4554.50000 5548.45000 m 4607.41000 5528.61000 l 4587.57000 5548.45000 l 4587.57000 5548.45000 l 4607.41000 5568.28000 l h f 0 J 0 j 4554.50000 5548.45000 m 4607.41000 5528.61000 l 4587.57000 5548.45000 l 4587.57000 5548.45000 l 4607.41000 5568.29000 l h 4554.50000 5548.45000 m S 1 J 1 j 4368.31000 5236.97000 m 4368.31000 5429.41000 l S 4368.31000 5203.91000 m 4388.15000 5256.81000 l 4368.31000 5236.97000 l 4368.31000 5236.97000 l 4348.47000 5256.81000 l h f 0 J 0 j 4368.31000 5203.91000 m 4388.15000 5256.81000 l 4368.31000 5236.97000 l 4368.31000 5236.97000 l 4348.47000 5256.81000 l h 4368.31000 5203.91000 m S Q q 4322 5066 93 126 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 10.54120 Tf 1 0 0 1 434.46100 511.38800 Tm (\366) Tj /R90 10.54120 Tf -2.76563 -2.78203 Td (h) Tj /R88 7.37884 Tf 6.07344 -1.58164 Td (2) Tj ET Q Q q 4322 4229 93 124 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 10.54120 Tf 1 0 0 1 434.46100 427.40300 Tm (\366) Tj /R90 10.54120 Tf -2.76563 -2.78164 Td (h) Tj /R88 7.37884 Tf 6.07344 -1.58203 Td (1) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 4368.31000 4403.73000 m 4368.31000 4596.18000 l S /R111 cs 0 0 0 scn 4368.31000 4370.67000 m 4388.15000 4423.57000 l 4368.31000 4403.73000 l 4368.31000 4403.73000 l 4348.47000 4423.57000 l h f 0 J 0 j 4368.31000 4370.67000 m 4388.15000 4423.57000 l 4368.31000 4403.73000 l 4368.31000 4403.73000 l 4348.47000 4423.57000 l h 4368.31000 4370.67000 m S Q q 4977 5509 90 67 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 497.75000 552.64900 Tm (z) Tj /R88 7.37884 Tf 4.90234 -1.58164 Td (2) Tj ET Q Q q 4979 4684 85 66 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 497.75000 469.98600 Tm (z) Tj /R88 7.37884 Tf 4.90234 -1.58164 Td (1) Tj ET Q Q q 4963.86000 3843.40000 92.58200 66.12890 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 496.42700 386.26600 Tm (z) Tj /R88 7.37884 Tf 4.90234 -1.58203 Td (0) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 4368.31000 3570.50000 m 4368.31000 3762.94000 l S /R111 cs 0 0 0 scn 4368.31000 3537.43000 m 4388.15000 3590.34000 l 4368.31000 3570.50000 l 4368.31000 3570.50000 l 4348.47000 3590.34000 l h f 0 J 0 j 4368.31000 3537.43000 m 4388.15000 3590.34000 l 4368.31000 3570.50000 l 4368.31000 3570.50000 l 4348.47000 3590.34000 l h 4368.31000 3537.43000 m S Q q 4342 3414 60 76 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 10.54120 Tf 1 0 0 1 434.62200 341.82700 Tm (\366) Tj /R90 10.54120 Tf -0.66953 0 Td (x) Tj ET Q Q q 4844.45000 4536.66000 59.51560 357.10200 re W n q 591.98000 0 0 942.79800 4839.42000 4350.81000 cm /R122 Do Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 3.30650 w 1 J 1 j /R111 CS 0 0 0 SCN 4844.45000 4536.66000 59.51560 357.10200 re S 6.61300 w 4587.57000 4715.21000 m 4841.89000 4715.21000 l S /R111 cs 0 0 0 scn 4554.50000 4715.21000 m 4607.41000 4695.37000 l 4587.57000 4715.21000 l 4587.57000 4715.21000 l 4607.41000 4735.05000 l h f 0 J 0 j 4554.50000 4715.21000 m 4607.41000 4695.37000 l 4587.57000 4715.21000 l 4587.57000 4715.21000 l 4607.41000 4735.05000 l h 4554.50000 4715.21000 m S Q q 4844.45000 3703.42000 59.51560 357.10200 re W n q 591.98000 0 0 942.79800 4839.42000 3517.57000 cm /R122 Do Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 3.30650 w 1 J 1 j /R111 CS 0 0 0 SCN 4844.45000 3703.42000 59.51560 357.10200 re S 6.61300 w 4587.57000 3881.97000 m 4841.89000 3881.97000 l S /R111 cs 0 0 0 scn 4554.50000 3881.97000 m 4607.41000 3862.13000 l 4587.57000 3881.97000 l 4587.57000 3881.97000 l 4607.41000 3901.81000 l h f 0 J 0 j 4554.50000 3881.97000 m 4607.41000 3862.13000 l 4587.57000 3881.97000 l 4587.57000 3881.97000 l 4607.41000 3901.81000 l h 4554.50000 3881.97000 m S Q q 4342.24000 5927.82000 52.90230 71.42190 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 434.19100 595.23700 Tm (y) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 4368.31000 5713.11000 m 4368.31000 5905.55000 l S /R111 cs 0 0 0 scn 4368.31000 5680.04000 m 4388.15000 5732.95000 l 4368.31000 5713.11000 l 4368.31000 5713.11000 l 4348.47000 5732.95000 l h f 0 J 0 j 4368.31000 5680.04000 m 4388.15000 5732.95000 l 4368.31000 5713.11000 l 4368.31000 5713.11000 l 4348.47000 5732.95000 l h 4368.31000 5680.04000 m S 1 J 1 j 4368.31000 4879.87000 m 4368.31000 5046.12000 l S 4368.31000 4846.80000 m 4388.15000 4899.71000 l 4368.31000 4879.87000 l 4368.31000 4879.87000 l 4348.47000 4899.71000 l h f 0 J 0 j 4368.31000 4846.81000 m 4388.15000 4899.71000 l 4368.31000 4879.87000 l 4368.31000 4879.87000 l 4348.47000 4899.71000 l h 4368.31000 4846.81000 m S 1 J 1 j 4368.31000 4046.63000 m 4368.31000 4212.88000 l S 4368.31000 4013.57000 m 4388.15000 4066.47000 l 4368.31000 4046.63000 l 4368.31000 4046.63000 l 4348.47000 4066.47000 l h f 0 J 0 j 4368.31000 4013.57000 m 4388.15000 4066.47000 l 4368.31000 4046.63000 l 4368.31000 4046.63000 l 4348.47000 4066.47000 l h 4368.31000 4013.57000 m S /R127 cs 0 scn q 10 0 0 10 0 0 cm BT /R128 10.58080 Tf 1 0 0 1 191.19100 319.86400 Tm [ (\050b\051 S) -0.21228 (G) -0.19613 (A) -0.19613 (N) -0.19613 ( ) 18.11530 (T) 35.29620 (ra) 0.20305 (i) 0.18921 (n) -14562.50000 (\050c) 0.19844 (\051 S) -0.18921 (G) -0.19382 (A) -0.19382 (N) -0.19382 ( ) 18.11760 (T) 70.00170 (e) 0.20305 (s) -0.19382 (t) ] TJ ET Q Q q 976 6356 60 53 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 97.35040 635.99700 Tm (x) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0 0 0 SCN 1898.54000 6487.94000 m 1898.54000 6620.86000 l S /R111 cs 0 0 0 scn 1898.54000 6454.88000 m 1918.37000 6507.78000 l 1898.54000 6487.94000 l 1898.54000 6487.94000 l 1878.70000 6507.78000 l h f 0 J 0 j 1898.54000 6454.88000 m 1918.37000 6507.78000 l 1898.54000 6487.94000 l 1898.54000 6487.94000 l 1878.70000 6507.78000 l h 1898.54000 6454.88000 m S Q q 1872 6337 57 79 re W n 0 g q 10 0 0 10 0 0 cm BT /R86 10.54120 Tf 1 0 0 1 187.29600 634.12100 Tm (\366) Tj /R90 10.54120 Tf -0.66992 0 Td (x) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n /R111 cs 1 1 1 scn 1452.16000 6466.58000 m 1600.95000 6379.18000 l 1452.16000 6291.79000 l 1303.36000 6379.18000 l h f 6.61300 w 1 J 1 j /R111 CS 0.41553 0 0.13379 SCN 1452.16000 6466.58000 m 1600.95000 6379.18000 l 1452.16000 6291.78000 l 1303.36000 6379.18000 l h 1452.16000 6466.58000 m S Q q 1382 6336 130 91 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 138.20600 635.44400 Tm (D) Tj /R88 7.37884 Tf 8.72695 -1.58203 Td (0) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 6.61300 w 1 J 1 j /R111 CS 0.70117 0.52734 0.50586 SCN 1450.76000 6513.03000 m 1450.65000 6467.80000 l S 0 J 0 j 1450.83000 6544.77000 m 1432.24000 6513.07000 l 1469.27000 6512.99000 l h 1450.83000 6544.77000 m S 1 J 1 j 1257.73000 6382.78000 m 1076.12000 6382.72000 l S /R111 cs 0.70117 0.52734 0.50586 scn 1290.80000 6382.79000 m 1237.89000 6402.61000 l 1257.73000 6382.78000 l 1257.73000 6382.78000 l 1237.90000 6362.93000 l h f 0 J 0 j 1290.80000 6382.79000 m 1237.89000 6402.61000 l 1257.73000 6382.78000 l 1257.73000 6382.78000 l 1237.90000 6362.93000 l h 1290.80000 6382.79000 m S 1 J 1 j 1646.58000 6382.79000 m 1839.02000 6382.79000 l S 1613.52000 6382.80000 m 1666.42000 6362.96000 l 1646.58000 6382.80000 l 1646.58000 6382.80000 l 1666.42000 6402.63000 l h f 0 J 0 j 1613.52000 6382.79000 m 1666.42000 6362.96000 l 1646.58000 6382.79000 l 1646.58000 6382.79000 l 1666.42000 6402.63000 l h 1613.52000 6382.79000 m S Q q 1346 6555 206 139 re W n 0 g q 10 0 0 10 0 0 cm BT /R92 10.54120 Tf 1 0 0 1 134.65700 659.78000 Tm (L) Tj 0.00369 Tc /R88 7.37884 Tf 7.26992 4.35195 Td [ (ad) -1.01741 (v) ] TJ 0 Tc /R94 7.37884 Tf 6.95820 TL (G) ' /R124 5.27061 Tf 6.56328 -1.05469 Td (0) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n /R111 cs 1 1 1 scn 1719.98000 6620.86000 357.10200 238.06600 re f 6.61300 w 1 J 1 j /R111 CS 0.54492 0.43359 0.20020 SCN 1719.98000 6620.86000 357.10200 238.06600 re S Q q 1816.07000 6680.38000 152.09800 119.03500 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 13.17650 Tf 1 0 0 1 181.53600 670.44500 Tm (G) Tj /R88 9.22355 Tf 10.36020 -1.97734 Td (0) Tj ET Q Q q 2374 6701 91 66 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 237.19800 671.94800 Tm (z) Tj /R88 7.37884 Tf 4.90195 -1.58203 Td (0) Tj ET Q Q q 2255.64000 6561.35000 59.51560 357.10200 re W n q 591.98000 0 0 942.79800 2250.61000 6375.50000 cm /R122 Do Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n 3.30650 w 1 J 1 j /R111 CS 0 0 0 SCN 2255.64000 6561.35000 59.51560 357.10200 re S 6.61300 w 2117.79000 6739.90000 m 2253.08000 6739.90000 l S /R111 cs 0 0 0 scn 2084.73000 6739.90000 m 2137.63000 6720.06000 l 2117.79000 6739.90000 l 2117.79000 6739.90000 l 2137.63000 6759.73000 l h f 0 J 0 j 2084.73000 6739.90000 m 2137.63000 6720.06000 l 2117.79000 6739.90000 l 2117.79000 6739.90000 l 2137.63000 6759.73000 l h 2084.73000 6739.90000 m S [ 26.45200 26.45200 ] 0 d 1 J 1 j 5062.96000 6211.09000 m 916.70700 6211.09000 l S /R127 cs 0 scn q 10 0 0 10 0 0 cm BT /R128 10.58080 Tf 1 0 0 1 129.02200 701.11900 Tm [ (\050a) 0.20190 (\051 ) 55.21590 (A) 54.99790 ( va) 0.21113 (ni) 0.20651 (l) 0.19036 (l) 0.19036 (a) 0.20536 ( G) -0.20536 (A) -0.19498 (N) ] TJ ET Q 2523.66000 7133.11000 m 2523.66000 6263.76000 l S Q q 2748 5497 151 119 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 13.17650 Tf 1 0 0 1 274.77900 552.07200 Tm (G) Tj /R88 9.22355 Tf 10.35980 -1.97695 Td (2) Tj ET Q Q q 4295 5497 151 119 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 13.17650 Tf 1 0 0 1 429.52300 552.07200 Tm (G) Tj /R88 9.22355 Tf 10.36020 -1.97695 Td (2) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n [ 13.22600 13.22600 ] 0 d 6.61300 w 1 J 1 j /R111 CS 0.69336 0 0.10986 SCN 2820.87000 4879.87000 m 2820.87000 5046.12000 l S /R111 cs 0.69336 0 0.10986 scn 2820.87000 4846.80000 m 2840.71000 4899.71000 l 2820.87000 4879.87000 l 2820.87000 4879.87000 l 2801.03000 4899.71000 l h f [ ] 0 d 0 J 0 j 2820.87000 4846.81000 m 2840.71000 4899.71000 l 2820.87000 4879.87000 l 2820.87000 4879.87000 l 2801.03000 4899.71000 l h 2820.87000 4846.81000 m S [ 13.22600 13.22600 ] 0 d 1 J 1 j 0.69336 0 0.10986 SCN 2820.87000 4046.63000 m 2820.87000 4212.88000 l S 0.69336 0 0.10986 scn 2820.87000 4013.57000 m 2840.71000 4066.47000 l 2820.87000 4046.63000 l 2820.87000 4046.63000 l 2801.03000 4066.47000 l h f [ ] 0 d 0 J 0 j 2820.87000 4013.57000 m 2840.71000 4066.47000 l 2820.87000 4046.63000 l 2820.87000 4046.63000 l 2801.03000 4066.47000 l h 2820.87000 4013.57000 m S [ 6.61300 19.83900 ] 0 d 1 J 1 j 0.28857 0 0.61133 SCN 3120.59000 6760 m 3119.03000 6799.60000 3118.20000 6840.78000 3119.43000 6858.93000 c S 0.28857 0 0.61133 scn 3122.15000 6726.97000 m 3139.47000 6780.75000 l 3120.59000 6760 l 3120.59000 6760 l 3099.84000 6778.88000 l h f [ ] 0 d 0 J 0 j 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4716.32000 l 2610.79000 4716.32000 l 2590.95000 4696.48000 l h 2643.86000 4716.32000 m S [ 6.61300 26.45200 ] 0 d 1 J 1 j 0.25879 0 0.58398 SCN 2523.28000 3890.50000 m 2201.70000 3891.35000 1980.63000 4009.32000 v 1759.56000 4127.29000 1742.95000 4306.90000 y S 2610.79000 3893.56000 m 2523.66000 3893.56000 l S 0.25879 0 0.58398 scn 2643.86000 3893.57000 m 2590.95000 3913.40000 l 2610.79000 3893.57000 l 2610.79000 3893.57000 l 2590.95000 3873.73000 l h f [ ] 0 d 0 J 0 j 2643.86000 3893.56000 m 2590.95000 3913.40000 l 2610.79000 3893.56000 l 2610.79000 3893.56000 l 2590.95000 3873.72000 l h 2643.86000 3893.56000 m S Q q 2795 5927 53 73 re W n 0 g q 10 0 0 10 0 0 cm BT /R90 10.54120 Tf 1 0 0 1 279.44700 595.23700 Tm (y) Tj ET Q Q q 748.63300 3120.86000 4455.05000 4079.15000 re W n [ 13.22600 13.22600 ] 0 d 6.61300 w 1 J 1 j /R111 CS 0.69336 0 0.10986 SCN 2820.87000 5713.11000 m 2820.87000 5906.66000 l S /R111 cs 0.69336 0 0.10986 scn 2820.87000 5680.04000 m 2840.71000 5732.95000 l 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-0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49492 Td [ (i) -0.19955 ] TJ /R88 6.97380 Tf 2.81914 0 Td [ (\0531) -0.50062 ] TJ /R90 9.96260 Tf 10.58520 1.49492 Td [ (\073) -167.78800 (z) -0.09802 ] TJ /R94 6.97380 Tf 9.06094 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31680 1.49492 Td [ (\051) -0.90181 ] TJ /R26 9.96260 Tf 5.94023 0 Td [ (during) -207 (joint) ] TJ -189.90000 -11.95590 Td [ (training\056) -299.99700 (The) -217.99900 (loss) -218.99800 (equations) -218.99000 (sho) 24.99220 (wn) -219.01500 (in) -219.01000 (this) -218.01800 (section) -219 (are) -218.99500 (for) -218.98600 (in\055) ] TJ T* [ (dependent) -260.99600 (training) -260.00600 (stage) -261.00500 (b) 20.00160 (ut) -261.00300 (can) -261.01900 (be) -259.99500 (easily) -260.99800 <6d6f6469026564> -261.01000 (to) -261.00300 (joint) ] TJ T* [ (training) -250.00800 (by) -249.98800 (replacing) ] TJ /R90 9.96260 Tf 85.49880 0 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.74023 -1.49414 Td [ (i) -0.19955 ] TJ /R88 6.97380 Tf 2.81797 0 Td [ (\0531) -0.49887 ] TJ /R26 9.96260 Tf 13.07580 1.49414 Td (with) Tj /R86 9.96260 Tf 20.30700 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10273 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19955 ] TJ /R88 6.97380 Tf 2.81914 0 Td [ (\0531) -0.49887 ] TJ /R26 9.96260 Tf 10.58480 1.49414 Td (\056) Tj -134.52600 -12.00080 Td [ (Intuiti) 25.01180 (v) 14.98280 (ely) 65.01610 (\054) -428.00500 (the) -392.00600 (total) -391.99100 (v) 24.98110 (ariations) -393.00700 (of) -392.01200 (images) -391.99100 (could) -391.99600 (be) -392.99300 (de\055) ] TJ -11.95510 -11.95510 Td [ (composed) -349.01000 (into) -349.99600 (multiple) -348.99300 (le) 25.01790 (v) 14.98280 (els\054) -374.00500 (with) -349.01800 (higher) 20.01140 (\055le) 25.01540 (v) 14.98280 (el) -350.01800 (semantic) ] TJ 11.95630 TL T* [ (v) 24.98110 (ariations) -292.00400 (\050) ] TJ /R36 9.96260 Tf 45.26600 0 Td [ (e) 15.01280 (\056g) 14.98520 (\056) ] TJ /R26 9.96260 Tf 14.08710 0 Td [ (\054) -301.98600 (attrib) 20.01500 (utes\054) -302.01200 (object) -292.01400 (cate) 15.01100 (gories\054) -302.01100 (rough) -290.99300 (shapes\051) ] TJ -59.35310 -11.95510 Td [ (and) -325 (lo) 24.98850 (wer) 19.99180 (\055le) 25.01480 (v) 14.98280 (el) -323.98300 (v) 24.98110 (ariations) -325.01800 (\050) ] TJ /R36 9.96260 Tf 110.97000 0 Td [ (e) 15.01220 (\056g) 14.98520 (\056) ] TJ /R26 9.96260 Tf 14.08790 0 Td [ (\054) -343 (detailed) -324.98500 (contours) -324 (and) -325 (te) 14.98030 (x\055) ] TJ -125.05800 -11.95470 Td [ (tures\054) -269.98100 (background) -264.99100 (clutters\051\056) -357.01900 (Our) -265.99000 (model) -264.99000 (allo) 24.99090 (ws) -265.98500 (using) -266.00500 (dif) 24.98600 (fer) 19.98690 (\055) ] TJ 11.95510 TL T* [ (ent) -205.01700 (noise) -205.00600 (v) 24.98110 (ariables) -205.01600 (to) -205.01200 (represent) -204.98200 (dif) 24.98480 (ferent) -204.98800 (le) 25.01790 (v) 14.98280 (els) -205.01500 (of) -204.98300 (v) 24.98110 (ariations\056) ] TJ 11.95510 -12.00120 Td [ (The) -247.99400 (training) -248.00800 (procedure) -247.99800 (is) -249.00400 (sho) 24.99220 (wn) -247.99000 (in) -247.98600 (Fig\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 221.62800 553.44900 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 229.08000 553.44900 Tm [ (\050b\051\056) -309.98700 (Each) -247.99800 (gen\055) ] TJ -178.96800 -11.95590 Td (erator) Tj /R90 9.96260 Tf 26.15310 0 Td [ (G) -0.30019 ] TJ /R94 6.97380 Tf 7.83281 -1.49414 Td [ (i) -0.20042 ] TJ /R26 9.96260 Tf 6.23789 1.49414 Td [ (is) -292.99600 (trained) -292.99800 (with) -292.98800 (a) -293.99500 (linear) -293.00300 (combination) -293 (of) -293.00700 (three) -293.01000 (loss) ] TJ -40.22380 -11.95510 Td [ (terms\072) -310.00200 (adv) 14.98340 (ersarial) -249.99600 (loss\054) -250.01000 (conditional) -249.99100 (loss\054) -250.01000 (and) -249.99300 (entrop) 10.01300 (y) -249.99300 (loss\056) ] TJ /R92 9.96260 Tf 42.59100 -22.01020 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87188 -1.49375 Td [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20313 -0.99687 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 6.42109 2.49063 Td [ (\075) -0.80011 ] TJ /R90 9.96260 Tf 10.51600 0 Td [ <15> -0.30019 ] TJ /R88 6.97380 Tf 5.81172 -1.49375 Td [ (1) -0.50062 ] TJ /R92 9.96260 Tf 4.46914 1.49375 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87188 4.11406 Td [ (a) -0.70017 (d) -0.70017 (v) -0.39909 ] TJ 6.57695 TL T* [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20195 -0.99609 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 9.21406 3.45938 Td [ (\053) -0.80011 ] TJ /R90 9.96260 Tf 9.96211 0 Td [ <15> -0.30019 ] TJ /R88 6.97380 Tf 5.81211 -1.49414 Td [ (2) -0.50062 ] TJ /R92 9.96260 Tf 4.46875 1.49414 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87227 4.11367 Td [ (c) -0.49887 (o) -0.90146 (n) -0.20130 (d) -0.70017 ] TJ T* [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20195 -0.99570 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 13.07500 3.45898 Td [ (\053) -0.79889 ] TJ /R90 9.96260 Tf 9.96172 0 Td [ <15> -0.29897 ] TJ /R88 6.97380 Tf 5.81211 -1.49414 Td [ (3) -0.50062 ] TJ /R92 9.96260 Tf 4.46914 1.49414 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87188 4.11406 Td [ (en) -0.19605 (t) -0.60214 ] TJ T* [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20195 -0.99570 Td [ (i) -0.60284 ] TJ /R90 9.96260 Tf 6.01016 3.45898 Td [ (\073) -0.79889 ] TJ /R26 9.96260 Tf 33.74300 0 Td (\0503\051) Tj -224.63400 -22.01020 Td (where) Tj /R92 9.96260 Tf 28.48590 0 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87109 3.61484 Td [ (a) -0.69929 (d) -0.70017 (v) -0.40085 ] TJ 6.35898 TL T* [ (G) -0.39997 ] TJ /R100 4.98130 Tf 6.20273 -0.99570 Td [ (i) -0.59916 ] TJ /R26 9.96260 Tf 7 3.73984 Td (\054) Tj /R92 9.96260 Tf 7.05234 0 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87188 3.61484 Td [ (c) -0.49887 (o) -0.90146 (n) -0.20130 (d) -0.70017 ] TJ T* [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20195 -0.99570 Td [ (i) -0.60039 ] TJ /R26 9.96260 Tf 10.86090 3.73984 Td (\054) Tj /R92 9.96260 Tf 7.05195 0 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87227 3.61484 Td [ (en) -0.20130 (t) -0.59864 ] TJ T* [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20195 -0.99609 Td [ (i) -0.60039 ] TJ /R26 9.96260 Tf 10.15700 3.74023 Td [ (denote) -415.99600 (adv) 14.98280 (ersarial) -416.98900 (loss\054) -456.99500 (condi\055) ] TJ -109.83000 -11.95510 Td [ (tional) -250.99000 (loss\054) -250.99000 (and) -249.99100 (entrop) 10.01300 (y) -251.01200 (loss) -250.99200 (respecti) 24.98480 (v) 14.98280 (ely) 65.01610 (\056) ] TJ /R90 9.96260 Tf 166.09300 0 Td [ <15> -0.29897 ] TJ /R88 6.97380 Tf 5.81211 -1.49492 Td [ (1) -0.50062 ] TJ /R26 9.96260 Tf 4.46875 1.49492 Td (\054) Tj /R90 9.96260 Tf 4.99023 0 Td [ <15> -0.29897 ] TJ /R88 6.97380 Tf 5.81172 -1.49492 Td [ (2) -0.50062 ] TJ /R26 9.96260 Tf 4.46914 1.49492 Td (\054) Tj /R90 9.96260 Tf 4.98984 0 Td [ <15> -0.29897 ] TJ /R88 6.97380 Tf 5.81211 -1.49492 Td [ (3) -0.50062 ] TJ /R26 9.96260 Tf 6.96719 1.49492 Td [ (are) -250.99000 (the) ] TJ -209.41400 -11.95510 Td [ (weights) -220.99300 (associated) -221.00200 (with) -222.01900 (dif) 24.98480 (ferent) -220.98500 (loss) -220.99700 (terms\056) -300.00900 (In) -222 (practice\054) -226.97900 (we) ] TJ 11.95590 TL T* [ <026e64> -290.98600 (it) -290.01600 (suf) 24.98420 <026369656e74> -290.98600 (to) -290.01800 (set) -291.00200 (the) -289.98300 (weights) -290.98100 (such) -290.99800 (that) -290.01500 (the) -291.00300 (magnitude) ] TJ 11.95510 TL T* [ (of) -337 (dif) 24.98540 (ferent) -337.98600 (terms) -336.98400 (are) -337.01500 (of) -337.98200 (similar) -337.01000 (scales\056) -572.01200 (In) -337 (this) -337.99800 (subsection) ] TJ T* [ (we) -331.98500 <02727374> -331.99900 (introduce) -332 (the) -332.99600 (adv) 14.98400 (ersarial) -331.98300 (loss) ] TJ /R92 9.96260 Tf 155.83400 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87188 3.61523 Td [ (a) -0.70017 (d) -0.70367 (v) -0.39909 ] TJ 6.35898 TL T* [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20313 -0.99609 Td [ (i) -0.60284 ] TJ /R26 9.96260 Tf 6.99883 3.73984 Td [ (\056) -557.00300 (W) 79.98660 (e) -331.98900 (will) -331.99900 (then) ] TJ -175.90800 -13.19490 Td (introduce) Tj /R92 9.96260 Tf 40.11870 0 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87227 3.61602 Td [ (c) -0.49974 (o) -0.89971 (n) -0.20130 (d) -0.70017 ] TJ 6.35977 TL T* [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20195 -0.99609 Td [ (i) -0.60039 ] TJ /R26 9.96260 Tf 13.35080 3.73984 Td (and) Tj /R92 9.96260 Tf 16.87730 0 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87188 3.61602 Td [ (en) -0.20130 (t) -0.59864 ] TJ T* [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20195 -0.99609 Td [ (i) -0.60039 ] TJ /R26 9.96260 Tf 8.50117 3.73984 Td [ (in) -249.98500 (Sec\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 184.71700 412.54700 Tm (3\0563) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 199.66100 412.54700 Tm (and) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 216.53700 412.54700 Tm (3\0564) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 231.48100 412.54700 Tm [ (respecti) 24.98600 (v) 14.98280 (ely) 65.01610 (\056) ] TJ -169.41400 -12.00080 Td [ (F) 14.99200 (or) -424.98600 (each) -424.01600 (generator) ] TJ /R90 9.96260 Tf 82.25200 0 Td [ (G) -0.30019 ] TJ /R94 6.97380 Tf 7.83281 -1.49531 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 3.31719 1.49531 Td [ (\054) -467.99800 (we) -424.98900 (introduce) -425.00500 (a) ] TJ /R36 9.96260 Tf 73.51870 0 Td [ (r) 37.01830 (epr) 36.98160 (esentation) ] TJ -178.87600 -11.95510 Td (discriminator) Tj /R90 9.96260 Tf 58.52580 0 Td [ (D) -0.89936 ] TJ /R94 6.97380 Tf 8.24805 -1.49492 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 7.36797 1.49492 Td [ (that) -407.01500 (distinguishes) -405.98200 (generated) -406.98800 (representa\055) ] TJ -74.14180 -11.95510 Td (tions) Tj /R86 9.96260 Tf 23.15200 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.19972 ] TJ /R94 6.97380 Tf 5.74023 -1.49492 Td [ (i) -0.20042 ] TJ /R26 9.96260 Tf 3.31680 1.49492 Td [ (\054) -398.01000 (from) -368.98600 (\223real\224) -367.99100 (representations) ] TJ /R90 9.96260 Tf 120.93600 0 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.74023 -1.49492 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 3.31602 1.49492 Td [ (\056) -666.00400 <53706563690263616c6c79> 65.01370 (\054) -398.01000 (the) ] TJ -162.09800 -11.95590 Td (discriminator) Tj /R90 9.96260 Tf 55.62070 0 Td [ (D) -0.89936 ] TJ /R94 6.97380 Tf 8.24805 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 5.80703 1.49414 Td [ (is) -249.98400 (trained) -249.98500 (with) -250.01500 (the) -249.99000 (loss) -250.01200 (function\072) ] TJ /R92 9.96260 Tf -59.71290 -24.99800 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87109 -1.49492 Td [ (D) -0.09977 ] TJ /R100 4.98130 Tf 6.51406 -0.99609 Td [ (i) -0.59916 ] TJ /R86 9.96260 Tf 6.42188 2.49102 Td [ (\075) -0.79950 ] TJ /R96 9.96260 Tf 10.51600 0 Td [ (E) -0.70025 ] TJ /R94 6.97380 Tf 6.64180 -1.49492 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66406 -0.99609 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15625 0.99609 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22578 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07305 -1.05703 Td [ (d) -0.70086 (a) -0.39944 (t) -0.70086 (a) -0.39944 (\073) -0.29897 (E) -1.00228 ] TJ /R86 9.96260 Tf 22.75900 2.55195 Td [ (\133) -0.80011 ] TJ /R92 9.96260 Tf 2.76719 0 Td [ <00> -0.80011 ] TJ /R86 9.96260 Tf 9.40977 0 Td [ (l) -0.80011 (og) ] TJ /R90 9.96260 Tf 14.52810 0 Td [ (D) -0.89936 ] TJ /R94 6.97380 Tf 8.24883 -1.49492 Td [ (i) -0.19955 ] TJ /R102 9.96260 Tf 3.31602 9.56367 Td [ <00> -0.30019 ] TJ /R90 9.96260 Tf 4.56719 -8.06992 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49375 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49375 Td [ (\051) -0.89936 (\135) -0.80011 (\053) -0.79889 ] TJ /R96 9.96260 Tf -138.75900 -16.03910 Td [ (E) -0.70025 ] TJ /R94 6.97380 Tf 6.64102 -1.49492 Td [ (z) -0.79994 ] TJ /R100 4.98130 Tf 3.80664 -0.99609 Td [ (i) -0.59916 ] TJ /R98 6.97380 Tf 3.15625 0.99609 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30020 ] TJ /R100 4.98130 Tf 5.07188 -0.99609 Td [ (z) -0.69964 ] TJ 3.43008 -1.60391 Td [ (i) -0.59916 ] TJ /R94 6.97380 Tf 3.65391 2.60000 Td [ (\073) -357.30000 (h) -0.79994 ] TJ /R100 4.98130 Tf 9.52109 -0.99609 Td [ (i) -0.59916 ] TJ /R124 4.98130 Tf 2.65820 0 Td [ (\053) -0.80011 (1) -0.60039 ] TJ /R98 6.97380 Tf 9.00781 0.99609 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07188 -1.05703 Td [ (d) -0.70086 (a) -0.39944 (t) -0.70086 (a) -0.39944 (\073) -0.29897 (E) -1.00228 ] TJ /R86 9.96260 Tf 22.75940 2.55195 Td [ (\133) -0.80011 ] TJ /R92 9.96260 Tf 2.76797 0 Td [ <00> -0.80011 ] TJ /R86 9.96260 Tf 9.40898 0 Td [ (l) -0.80011 (og) ] TJ /R102 9.96260 Tf 14.52890 8.06914 Td [ <00> -0.30019 ] TJ /R86 9.96260 Tf 4.56602 -8.06914 Td (1) Tj /R92 9.96260 Tf 7.19492 0 Td [ <00> -0.80011 ] TJ /R90 9.96260 Tf 9.96289 0 Td [ (D) -0.89936 ] TJ /R94 6.97380 Tf 8.24805 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49492 Td [ (\050) -0.89936 ] TJ /R90 9.96260 Tf 3.87383 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83320 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31680 1.49492 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.74023 -1.49492 Td [ (i) -0.19955 ] TJ /R88 6.97380 Tf 2.81797 0 Td [ (\0531) -0.50062 ] TJ /R90 9.96260 Tf 10.58590 1.49492 Td [ (\073) -167.78800 (z) -0.09802 ] TJ /R94 6.97380 Tf 9.06094 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49492 Td [ (\051) -0.90181 (\051) -0.89936 ] TJ /R102 9.96260 Tf 7.74766 8.06914 Td [ <01> -0.30142 ] TJ /R86 9.96260 Tf 4.56719 -8.06914 Td [ (\135) -0.79889 ] TJ /R26 9.96260 Tf 12.73010 0 Td (\0504\051) Tj -212.67900 -22.05700 Td (And) Tj /R90 9.96260 Tf 20.21130 0 Td [ (G) -0.30019 ] TJ /R94 6.97380 Tf 7.83281 -1.49375 Td [ (i) -0.20042 ] TJ /R26 9.96260 Tf 6.37305 1.49375 Td [ (is) -306.99400 (trained) -306.01500 (to) -306.99500 (\223fool\224) -307.00300 (the) -306.02000 (representation) -306.98300 (discrimi\055) ] TJ -46.37190 -11.95470 Td (nator) Tj /R90 9.96260 Tf 22.96410 0 Td [ (D) -0.89997 ] TJ /R94 6.97380 Tf 8.24766 -1.49414 Td [ (i) -0.20042 ] TJ /R26 9.96260 Tf 3.31719 1.49414 Td [ (\054) -249.99500 (with) -250.01500 (the) -249.99000 (adv) 14.98400 (ersarial) -249.99600 (loss) -250.01200 <6465026e6564> -250.01700 (by\072) ] TJ /R92 9.96260 Tf -29.34690 -22.01020 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87188 4.11289 Td [ (a) -0.69929 (d) -0.70017 (v) -0.40085 ] TJ 6.57578 TL T* [ (G) -0.39997 ] TJ /R100 4.98130 Tf 6.20195 -0.99609 Td [ (i) -0.59916 ] TJ /R86 9.96260 Tf 9.76719 3.45898 Td [ (\075) -0.79950 ] TJ /R96 9.96260 Tf 10.51600 0 Td [ (E) -0.70025 ] TJ /R94 6.97380 Tf 6.64180 -1.49375 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66406 -0.99727 Td [ (i) -0.60039 ] TJ /R124 4.98130 Tf 2.65781 0 Td [ (\053) -0.79889 (1) -0.60284 ] TJ /R98 6.97380 Tf 9.00820 0.99727 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07188 -1.05820 Td [ (d) -0.70086 (a) -0.39944 (t) -0.70086 (a) -0.39944 (\073) -0.29897 (E) -1.00228 ] TJ /R94 6.97380 Tf 22.26090 1.05820 Td [ (\073) -357.30000 (z) -0.79994 ] TJ /R100 4.98130 Tf 8.66328 -0.99727 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15586 0.99727 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07227 -0.99727 Td [ (z) -0.69841 ] TJ 3.43086 -1.60391 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 4.15195 4.09492 Td [ (\133) -0.80011 ] TJ /R92 9.96260 Tf 2.76719 0 Td [ <00> -0.80011 ] TJ /R86 9.96260 Tf 9.40977 0 Td [ (l) -0.80011 (og) -13.98420 (\050) -0.90058 ] TJ /R90 9.96260 Tf 16.74220 0 Td [ (D) -0.90181 ] TJ /R94 6.97380 Tf 8.24883 -1.49375 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31602 1.49375 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83281 -1.49375 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49375 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87383 0 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.74023 -1.49375 Td [ (i) -0.19955 ] TJ /R88 6.97380 Tf 2.81875 0 Td [ (\0531) -0.50062 ] TJ /R90 9.96260 Tf 10.58520 1.49375 Td [ (\073) -167.78800 (z) -0.09802 ] TJ /R94 6.97380 Tf 9.06094 -1.49375 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49375 Td [ (\051) -0.90181 (\051) -0.89936 (\051) -0.90181 (\135) -0.79889 ] TJ /R26 9.96260 Tf 7.95586 -11.95510 Td (\0505\051) Tj -212.67800 -12.00080 Td [ (During) -393.99100 (joint) -393.98100 (training\054) -430.99400 (the) -394.00500 (adv) 14.98400 (ersarial) -394.01300 (loss) -393.98800 (pro) 14.98520 (vided) -395.01500 (by) ] TJ -11.95470 -11.95630 Td [ (representational) -415.00200 (discriminators) -415.01500 (can) -416.01300 (also) -415.01400 (be) -414.99000 (re) 15.00980 (g) 4.98446 (arded) -414.99200 (as) -416.00700 (a) ] TJ 11.95470 TL T* [ (type) -197.01300 (of) -198.00400 (deep) -196.98600 (supervision) -196.98200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 151.49100 219.75300 Tm (35) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 161.45400 219.75300 Tm [ (\135\054) -208.00600 (pro) 14.98520 (viding) -196.99200 (intermediate) -198.01600 (super) 20.00400 (\055) ] TJ -111.34200 -11.95510 Td [ (vision) -313.99100 (signals\056) -502 (In) -313.98600 (our) -314.01900 (current) -315.00400 (formulation\054) ] TJ /R90 9.96260 Tf 174.66100 0 Td [ (E) -0.20095 ] TJ /R26 9.96260 Tf 11.05700 0 Td [ (is) -314.01400 (a) -313.99200 (discrim\055) ] TJ -185.71800 -11.95510 Td [ (inati) 24.99830 (v) 14.98280 (e) -287.01500 (model\054) -296.98200 (and) ] TJ /R90 9.96260 Tf 77.17700 0 Td [ (G) -0.30019 ] TJ /R26 9.96260 Tf 10.69370 0 Td [ (is) -286.99700 (a) -287.01600 (generati) 24.98480 (v) 14.98280 (e) -287.01600 (model) -286.98600 (conditioned) -287.98600 (on) ] TJ -87.87070 -11.95510 Td [ (labels\056) -445.98500 (Ho) 24.98420 (we) 25.01420 (v) 14.98280 (er) 39.98600 (\054) -307.00500 (it) -294.99500 (is) -294.99600 (also) -296.01600 (possi) 1.00964 (ble) -295.98200 (to) -294.99700 (train) -294.99700 (SGAN) -296.00700 (without) ] TJ 11.95590 TL T* [ (using) -393.98400 (label) -394.98200 (information\072) ] TJ /R90 9.96260 Tf 104.59200 0 Td [ (E) -0.20095 ] TJ /R26 9.96260 Tf 11.85820 0 Td [ (can) -394.01600 (be) -394.99200 (trained) -394 (with) -395.01000 (an) -394.01300 (unsu\055) ] TJ -116.45000 -11.95510 Td [ (pervised) -286.99400 (objecti) 25 (v) 14.98280 (e) -287.01600 (and) ] TJ /R90 9.96260 Tf 92.83870 0 Td [ (G) -0.30019 ] TJ /R26 9.96260 Tf 10.69220 0 Td [ (can) -287.01500 (be) -287.01000 (cast) -287.00600 (into) -286.98600 (an) -287.01100 (unconditional) ] TJ -103.53100 -11.95510 Td [ (generati) 24.98420 (v) 14.98280 (e) -289.01500 (model) -290.00600 (by) -289 (remo) 14.98770 (ving) -290.00800 (the) -289.00300 (label) -289 (input) -290 (from) -289 (the) -289.98300 (top) ] TJ 11.95510 TL T* [ (generator) 55.01290 (\056) -309.98500 (W) 79.98730 (e) -250.00200 (lea) 19.99540 (v) 14.98280 (e) -250.00200 (this) -250.01100 (for) -249.99900 (future) -249.99100 (e) 15.01220 (xploration\056) ] TJ /R24 9.96260 Tf 19.20200 TL T* [ (Sampling) 15.00790 (\056) ] TJ /R26 9.96260 Tf 53.38670 0 Td [ (T) 79.99030 (o) -501.99000 (sample) -502.01200 (images\054) -565.99900 (all) ] TJ /R90 9.96260 Tf 99.81600 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83320 -1.49375 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 3.31680 1.49375 Td [ (s) -501.99000 (are) -502.00700 (stack) 10.00810 (ed) -503.01400 (to\055) ] TJ -164.35300 -11.95470 Td [ (gether) -323 (in) -322.99300 (a) -323.98900 (top\055do) 25 (wn) -322.99800 (manner) 40.00310 (\054) -341 (as) -323.00400 (sho) 24.99220 (wn) -324.01700 (in) -322.99300 (Fig\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 243.84500 104.91000 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 252.04400 104.91000 Tm [ (\050c\051\056) -529.99700 (Our) ] TJ -201.93200 -11.95510 Td [ (SGAN) -425.00400 (is) -425.99400 (capable) -424.98800 (of) -424.98700 (modeling) -426.00500 (the) -425.02000 (data) -424.98500 (distrib) 19.99180 (ution) -426.01700 (con\055) ] TJ 11.95510 TL T* [ (ditioned) -460.00400 (on) -459.99200 (the) -461.01400 (class) -459.99100 (label\072) ] TJ /R90 9.96260 Tf 121.91500 0 Td [ (p) -0.10047 ] TJ /R94 6.97380 Tf 5.01211 -1.49492 Td [ (G) -0.40085 ] TJ /R86 9.96260 Tf 6.70078 1.49492 Td [ (\050) -64.90460 (\136) ] TJ /R90 9.96260 Tf 3.87422 0 Td [ (x) -0.49992 ] TJ /R92 9.96260 Tf 5.69375 0 Td [ (j) -0.80011 ] TJ /R90 9.96260 Tf 2.76836 0 Td [ (y) -0.30019 ] TJ /R86 9.96260 Tf 5.24062 0 Td [ (\051) -667.90300 (\075) -0.79889 ] TJ /R90 9.96260 Tf 24.91520 0 Td [ (p) -0.10047 ] TJ /R94 6.97380 Tf 5.01211 -1.49492 Td [ (G) -0.39909 ] TJ /R86 9.96260 Tf 6.70078 1.49492 Td [ (\050) -0.90181 ] TJ 3.97695 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62891 Td [ (h) -0.20095 ] TJ /R88 6.97380 Tf 5.74023 -1.49492 Td [ (0) -0.50062 ] TJ /R92 9.96260 Tf 4.46875 1.49492 Td [ (j) -0.79889 ] TJ /R86 9.96260 Tf 2.86992 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.74023 -1.49492 Td [ (N) -0.89971 ] TJ /R86 9.96260 Tf 7.55586 1.49492 Td [ (\051) -0.90181 ] TJ /R92 9.96260 Tf 10.51990 0 Td [ (\057) -0.79889 ] TJ /R90 9.96260 Tf 30.24920 629.03700 Td [ (p) -0.10047 ] TJ /R94 6.97380 Tf 5.01172 -1.49414 Td [ (G) -0.39909 ] TJ /R86 9.96260 Tf 6.70117 1.49414 Td [ (\050) -0.90181 ] TJ 3.97695 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.20095 ] TJ /R88 6.97380 Tf 5.74102 -1.49414 Td [ (0) -0.50062 ] TJ /R90 9.96260 Tf 4.46914 1.49414 Td [ (\073) -0.79889 ] TJ /R86 9.96260 Tf 4.53008 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62891 Td [ (h) -0.20095 ] TJ /R88 6.97380 Tf 5.73984 -1.49414 Td [ (1) -0.50062 ] TJ /R90 9.96260 Tf 4.46914 1.49414 Td [ (\073) -167.78800 (\072) -0.79889 (\072) -0.80134 (\072) -0.79889 (\073) -0.79889 ] TJ /R86 9.96260 Tf 17.26090 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (N) -0.89971 ] TJ /R98 6.97380 Tf 7.05820 0 Td [ <00> -0.89971 ] TJ /R88 6.97380 Tf 6.22695 0 Td [ (1) -0.50062 ] TJ /R92 9.96260 Tf 4.46914 1.49414 Td [ (j) -0.79889 ] TJ /R86 9.96260 Tf 2.86992 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (N) -0.89971 ] TJ /R86 9.96260 Tf 7.55586 1.49414 Td [ (\051) -311.88400 (\075) -0.80379 ] TJ /R102 9.96260 Tf 31.35820 7.47187 Td [ (Q) -0.49992 ] TJ /R88 6.97380 Tf -13.54490 -16.40310 Td [ (0) -0.49712 ] TJ /R98 6.97380 Tf 3.97070 0 Td [ <14> -0.90321 ] TJ /R94 6.97380 Tf 6.22734 0 Td [ (i) -0.19605 ] TJ /R98 6.97380 Tf 2.81797 0 Td [ <14> -0.90321 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (N) -0.90321 ] TJ /R98 6.97380 Tf 7.05781 0 Td [ <00> -0.90321 ] TJ /R88 6.97380 Tf 6.22695 0 Td [ (1) -0.49712 ] TJ /R90 9.96260 Tf 5.63203 8.93086 Td [ (p) -0.10292 ] TJ /R94 6.97380 Tf 5.01211 -1.49375 Td [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20313 -0.99727 Td [ (i) -0.59794 ] TJ /R86 9.96260 Tf 3.65391 2.49102 Td [ (\050) -0.90181 ] TJ 3.97695 2.62930 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62930 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.74023 -1.49375 Td [ (i) -0.19605 ] TJ /R92 9.96260 Tf 3.31680 1.49375 Td [ (j) -0.80379 ] TJ /R86 9.96260 Tf 2.86992 2.62930 Td (\136) Tj /R90 9.96260 Tf -0.10273 -2.62930 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.74102 -1.49375 Td [ (i) -0.19605 ] TJ /R88 6.97380 Tf 2.81797 0 Td [ (\0531) -0.49712 ] TJ /R86 9.96260 Tf 10.58590 1.49375 Td [ (\051) -0.90181 ] TJ /R26 9.96260 Tf 3.87383 0 Td [ (\054) -271.98900 (where) ] TJ -206.70900 -21.76480 Td (each) Tj /R90 9.96260 Tf 22.31210 0 Td [ (p) -0.10047 ] TJ /R94 6.97380 Tf 5.01211 -1.49414 Td [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20273 -0.99687 Td [ (i) -0.60284 ] TJ /R86 9.96260 Tf 3.65430 2.49102 Td [ (\050) -0.90181 ] TJ 3.97695 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19955 ] TJ /R92 9.96260 Tf 3.31719 1.49414 Td [ (j) -0.79889 ] TJ /R86 9.96260 Tf 2.86992 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19955 ] TJ /R88 6.97380 Tf 2.81914 0 Td [ (\0531) -0.50062 ] TJ /R86 9.96260 Tf 10.58520 1.49414 Td [ (\051) -0.90181 ] TJ /R26 9.96260 Tf 7.93477 0 Td [ (is) -407.99800 (modeled) -407.00600 (by) -408 (a) -406.99600 (generator) ] TJ /R90 9.96260 Tf 113.26300 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83281 -1.49414 Td [ (i) -0.19605 ] TJ /R26 9.96260 Tf 3.31719 1.49414 Td [ (\056) -783.00200 (From) ] TJ -204.37200 -11.95510 Td [ (an) -686.00300 (information\055theoretic) -685.98800 (perspecti) 24.99090 (v) 14.98280 (e\054) -795.00500 (SGAN) -686.01800 (f) 9.99343 (actorizes) ] TJ T* [ (the) -594.99100 (total) -595.01600 (entrop) 10.01300 (y) -594.99400 (of) -594.99600 (the) -594.98900 (image) -594.98400 (distrib) 19.99180 (ution) ] TJ /R90 9.96260 Tf 192.28700 0 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87383 0 Td [ (x) -0.49992 ] TJ /R86 9.96260 Tf 5.69414 0 Td [ (\051) -0.90181 ] TJ /R26 9.96260 Tf 9.80195 0 Td (into) Tj -220.74800 -11.95590 Td [ (multiple) -517.00400 (\050smaller\051) -516.99700 (conditional) -517.00700 (entrop) 10.01300 (y) -517.00700 (terms\072) ] TJ /R90 9.96260 Tf 198.27200 0 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87422 0 Td [ (x) -0.49992 ] TJ /R86 9.96260 Tf 5.69375 0 Td [ (\051) -772.90500 (\075) -0.80379 ] TJ /R90 9.96260 Tf -216.93100 -13.26090 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87383 0 Td [ (h) -0.20095 ] TJ /R88 6.97380 Tf 5.74023 -1.49414 Td [ (0) -0.50062 ] TJ /R90 9.96260 Tf 4.46875 1.49414 Td [ (\073) -167.78800 (h) -0.20095 ] TJ /R88 6.97380 Tf 10.16840 -1.49414 Td [ (1) -0.50062 ] TJ /R90 9.96260 Tf 4.46992 1.49414 Td [ (\073) -167.78800 (\072) -0.79889 (\072) -0.80134 (\072) -0.79889 (\073) -166.79800 (h) -0.20095 ] TJ /R94 6.97380 Tf 22.89800 -1.49414 Td [ (N) -0.89971 ] TJ /R86 9.96260 Tf 7.55586 1.49414 Td [ (\051) -392.89000 (\075) -0.79889 ] TJ /R102 9.96260 Tf 19.44300 7.47187 Td [ (P) -0.60039 ] TJ /R94 6.97380 Tf 10.51600 -2.46289 Td [ (N) -0.90321 ] TJ /R98 6.97380 Tf 7.05820 0 Td [ <00> -0.90321 ] TJ /R88 6.97380 Tf 6.22695 0 Td [ (1) -0.49712 ] TJ /R94 6.97380 Tf -13.28520 -7.99805 Td [ (i) -0.19605 ] TJ /R88 6.97380 Tf 2.81914 0 Td [ (\0750) -0.49712 ] TJ /R90 9.96260 Tf 16.59570 2.98906 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.09023 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19605 ] TJ /R92 9.96260 Tf 3.31719 1.49414 Td [ (j) -0.80379 ] TJ /R90 9.96260 Tf 2.76680 0 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.74023 -1.49414 Td [ (i) -0.19605 ] TJ /R88 6.97380 Tf 2.81875 0 Td [ (\0531) -0.49712 ] TJ /R86 9.96260 Tf 10.58520 1.49414 Td [ (\051) -268.91100 (\053) -0.80379 ] TJ /R90 9.96260 Tf 16.96480 0 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87422 0 Td [ (y) -0.29897 ] TJ /R86 9.96260 Tf 5.24180 0 Td [ (\051) -0.90181 ] TJ /R26 9.96260 Tf 3.87500 0 Td [ (\054) -327 (thereby) ] TJ -200.62000 -11.95510 Td [ (decomposing) -249.99000 (one) -249.99300 (dif) 24.98600 <0263756c74> -250.00700 (task) -249.98300 (into) -250.01200 (multiple) -249.99300 (easier) -250.00200 (tasks\056) ] TJ /R24 10.95890 Tf 21.61990 TL T* [ (3\0563\056) -250.00400 (Conditional) -250.00900 (Loss) ] TJ /R26 9.96260 Tf 11.95510 -18.49800 Td [ (At) -362.00800 (each) -363.00600 (s) 0.98513 (tack\054) -390.98900 (a) -361.98400 (generator) ] TJ /R90 9.96260 Tf 111.54400 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83320 -1.49492 Td [ (i) -0.19605 ] TJ /R26 9.96260 Tf 6.92578 1.49492 Td [ (is) -362.00300 (trained) -362.00300 (to) -362.98800 (capture) -362.01800 (the) ] TJ -138.25800 -11.95510 Td [ (distrib) 19.99180 (ution) -371.00700 (of) -370.99400 (lo) 24.98850 (wer) 19.99180 (\055le) 25.01540 (v) 14.98280 (el) -370.99200 (representations) ] TJ /R86 9.96260 Tf 173.76500 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62891 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.74023 -1.49492 Td [ (i) -0.19605 ] TJ /R26 9.96260 Tf 3.31680 1.49492 Td [ (\054) -400.98700 (conditioned) ] TJ -182.72000 -11.95590 Td [ (on) -207.01400 (higher) 20.01140 (\055le) 25.01540 (v) 14.98280 (el) -208.00200 (representations) ] TJ /R90 9.96260 Tf 124.01300 0 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.74023 -1.49414 Td [ (i) -0.19605 ] TJ /R88 6.97380 Tf 2.81875 0 Td [ (\0531) -0.49712 ] TJ /R26 9.96260 Tf 10.58520 1.49414 Td [ (\056) -295.98500 (Ho) 24.98600 (we) 25.01540 (v) 14.98280 (er) 39.98350 (\054) -215.99800 (in) -207.01400 (the) -207.01400 (abo) 14.98280 (v) 14.98280 (e) ] TJ -143.15700 -11.95510 Td [ (formulation\054) -217.01500 (the) -207.99700 (generator) -208.98000 (might) -208.00900 (choose) -207.99000 (to) -209.01400 (ignore) ] TJ /R90 9.96260 Tf 198.07000 0 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19605 ] TJ /R88 6.97380 Tf 2.81836 0 Td [ (\0531) -0.49712 ] TJ /R26 9.96260 Tf 10.58590 1.49414 Td [ (\054) -216.97900 (and) ] TJ -217.21400 -11.95510 Td [ (generate) -343.00400 (plausible) ] TJ /R86 9.96260 Tf 76.66090 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.74023 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 6.73672 1.49414 Td [ (from) -342.99200 (scratch\056) -590.01400 (Some) -343.01100 (pre) 25.01050 (vious) -343.99200 (w) 10.00320 (orks) ] TJ -89.03480 -11.95510 Td (\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 312.17900 527.29600 Tm (40) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 322.14200 527.29600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 326.67500 527.29600 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 336.63700 527.29600 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 341.17000 527.29600 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 346.15100 527.29600 Tm [ (\135) -204.98800 (tackle) -205.01700 (this) -205 (problem) -205 (by) -205.01500 (feeding) -205.01500 (the) -205.01500 (conditional) -205.02000 (in\055) ] TJ -37.28950 -11.95510 Td [ (formation) -262.98300 (to) -263.00300 (both) -262.99300 (the) -261.98800 (generator) -263.01000 (and) -263.01000 (discriminator) 55.02020 (\056) -348.99600 (This) -262.99000 (ap\055) ] TJ 11.95470 TL T* [ (proach\054) -346.01600 (ho) 24.98600 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -346.01800 (might) -325.98700 (introduce) -326.98000 (unnecessary) -326.99400 (comple) 14.99750 (xity) ] TJ 11.95630 TL T* [ (to) -249.00500 (the) -249.01000 (discriminator) -249.99000 (and) -249.01200 (increase) -249.01700 (model) -248.99300 (instability) -248.99800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 514.40000 491.43000 Tm (46) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 524.36300 491.43000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 529.34400 491.43000 Tm (54) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 539.30700 491.43000 Tm (\135\056) Tj -218.49000 -12.51990 Td [ (Here) -355.00900 (we) -355.00200 (adopt) -356.00200 (a) -355.00400 (dif) 24.98600 (ferent) -355.00400 (approach\072) -519.98200 (we) -355.98000 (re) 15.00730 (gularize) -354.99000 (the) ] TJ -11.95510 -11.95510 Td [ (generator) -344.99900 (by) -344.99100 (adding) -343.99900 (a) -345.00600 (loss) -345.01600 (term) ] TJ /R92 9.96260 Tf 133.49600 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87070 3.61523 Td [ (c) -0.49712 (o) -0.89621 (n) -0.20305 (d) -0.70017 ] TJ 6.35898 TL T* [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20313 -0.99609 Td [ (i) -0.59794 ] TJ /R26 9.96260 Tf 14.29490 3.73984 Td (named) Tj /R36 9.96260 Tf 29.99610 0 Td (conditional) Tj -190.86100 -11.95470 Td (loss) Tj /R26 9.96260 Tf 15.50200 0 Td [ (\056) -943.01700 (W) 79.98660 (e) -460.00700 (feed) -460.98900 (the) -461.01400 (generated) -461.02100 (lo) 24.98600 (wer) 19.99180 (\055le) 25.01540 (v) 14.98280 (el) -461.01600 (representations) ] TJ /R86 9.96260 Tf -15.39880 -9.32617 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 6.39531 1.49492 Td [ (\075) -0.79889 ] TJ /R90 9.96260 Tf 10.82700 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83281 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49492 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49492 Td [ (i) -0.19955 ] TJ /R88 6.97380 Tf 2.81797 0 Td [ (\0531) -0.50062 ] TJ /R90 9.96260 Tf 10.58590 1.49492 Td [ (\073) -167.78800 (z) -0.09802 ] TJ /R94 6.97380 Tf 9.06094 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31602 1.49492 Td [ (\051) -0.90181 ] TJ /R26 9.96260 Tf 6.53320 0 Td [ (back) -267.01200 (to) -267.00400 (the) -267.00400 (encoder) ] TJ /R90 9.96260 Tf 80.90080 0 Td [ (E) -0.20095 ] TJ /R26 9.96260 Tf 7.92812 0 Td [ (\054) -271.00900 (and) -267.00900 (compute) -266.99000 (the) ] TJ -164.87000 -11.95510 Td [ (reco) 15.00980 (v) 14.98280 (ered) -234.00800 (higher) 20.01140 (\055le) 25.01540 (v) 14.98280 (el) -233.99800 (representations\056) -305.01300 (W) 79.98660 (e) -234.00500 (then) -233.98500 (enforce) -234.99000 (the) ] TJ 11.95590 TL T* [ (reco) 15.00980 (v) 14.98280 (ered) -393 (representations) -391.98400 (to) -392.98300 (be) -392.01300 (similar) -392.99800 (to) -392.00300 (the) -392.98300 (conditional) ] TJ 11.95510 TL T* [ (representations\056) -309.99500 (F) 14.99260 (ormally\072) ] TJ /R92 9.96260 Tf 0.07578 -23.04800 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87227 4.11406 Td [ (c) -0.50062 (o) -0.89971 (n) -0.19955 (d) -0.70017 ] TJ 6.57695 TL T* [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20273 -0.99609 Td [ (i) -0.60284 ] TJ /R86 9.96260 Tf 13.62730 3.45898 Td [ (\075) -0.79889 ] TJ /R96 9.96260 Tf 10.51680 0 Td [ (E) -0.70086 ] TJ /R94 6.97380 Tf 6.64102 -1.49414 Td [ (h) -0.80169 ] TJ /R100 4.98130 Tf 4.66484 -0.99570 Td [ (i) -0.60284 ] TJ /R124 4.98130 Tf 2.65703 0 Td [ (\053) -0.79889 (1) -0.60284 ] TJ /R98 6.97380 Tf 9.00898 0.99570 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22617 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07188 -1.05703 Td [ (d) -0.70086 (a) -0.40189 (t) -0.70086 (a) -0.40189 (\073) -0.29897 (E) -1 ] TJ /R94 6.97380 Tf 22.26210 1.05703 Td [ (\073) -357.30100 (z) -0.79819 ] TJ /R100 4.98130 Tf 8.66289 -0.99570 Td [ (i) -0.59794 ] TJ /R98 6.97380 Tf 3.15625 0.99570 Td [ (\030) -0.90321 ] TJ /R94 6.97380 Tf 6.22578 0 Td [ (P) -0.29407 ] TJ /R100 4.98130 Tf 5.07305 -0.99570 Td [ (z) -0.69596 ] TJ 3.43008 -1.60430 Td [ (i) -0.59794 ] TJ /R86 9.96260 Tf 4.15195 4.09414 Td [ (\133) -0.80379 ] TJ /R90 9.96260 Tf 2.76797 0 Td [ (f) -0.59794 ] TJ /R86 9.96260 Tf 5.95000 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87422 0 Td [ (E) -0.20095 ] TJ /R94 6.97380 Tf 7.35508 -1.49414 Td [ (i) -0.19605 ] TJ /R86 9.96260 Tf 3.31602 1.49414 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83281 -1.49414 Td [ (i) -0.19605 ] TJ /R86 9.96260 Tf 3.31680 1.49414 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87422 0 Td [ (h) -0.19605 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19605 ] TJ /R88 6.97380 Tf 2.81914 0 Td [ (\0531) -0.49712 ] TJ /R90 9.96260 Tf 10.58520 1.49414 Td [ (\073) -167.79100 (z) -0.09802 ] TJ /R94 6.97380 Tf 9.06094 -1.49414 Td [ (i) -0.19605 ] TJ /R86 9.96260 Tf 3.31680 1.49414 Td [ (\051) -0.90181 (\051) -0.90181 ] TJ /R90 9.96260 Tf 7.74922 0 Td [ (\073) -167.79100 (h) -0.19605 ] TJ /R94 6.97380 Tf 10.16800 -1.49414 Td [ (i) -0.19605 ] TJ /R88 6.97380 Tf 2.81797 0 Td [ (\0531) -0.49712 ] TJ /R86 9.96260 Tf 10.58590 1.49414 Td [ (\051) -0.90181 (\135) -0.79889 ] TJ /R26 9.96260 Tf -4.89805 -11.95510 Td (\0506\051) Tj -224.63400 -11.95470 Td (where) Tj /R90 9.96260 Tf 27.47380 0 Td [ (f) -0.60039 ] TJ /R26 9.96260 Tf 9.08633 0 Td [ (is) -314.99400 (a) -313.99200 (distance) -314.98900 (measure\056) -503.98500 (W) 79.98660 (e) -315.01100 <6465026e65> ] TJ /R90 9.96260 Tf 137.48200 0 Td [ (f) -0.59794 ] TJ /R26 9.96260 Tf 9.08477 0 Td [ (to) -314.99600 (be) -315.00600 (the) -314.01600 (Eu\055) ] TJ -183.12700 -11.95510 Td [ (clidean) -249.98500 (distance) -249 (for) -250 (intermediate) -248.98800 (representations) -250.00700 (and) -249.99300 (cross\055) ] TJ 11.95510 TL T* [ (entrop) 10.01300 (y) -283.98700 (for) -283.99400 (labels\056) -411.99000 (Our) -283.98700 (conditional) -283.98700 (loss) ] TJ /R92 9.96260 Tf 161.75700 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87188 3.61484 Td [ (c) -0.49712 (o) -0.89621 (n) -0.20305 (d) -0.70017 ] TJ 6.35898 TL T* [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20313 -0.99687 Td [ (i) -0.59794 ] TJ /R26 9.96260 Tf 13.68910 3.74102 Td [ (is) -284.01600 (similar) -283.99700 (to) ] TJ -188.52100 -11.95590 Td [ (the) -249.99000 (\223feature) -250.01000 (loss\224) -250.01700 (used) -249.98500 (by) -249.98800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 417.03600 324.35500 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 422.01700 324.35500 Tm [ (\135) -250.00200 (and) -249.99300 (the) -249.98800 (\223FCN) -250.01200 (loss\224) -250.01700 (in) -249.98800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 521.63300 324.35500 Tm (62) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 531.59500 324.35500 Tm (\135\056) Tj /R24 10.95890 Tf -222.73400 -21.62030 Td [ (3\0564\056) -250.00400 (Entr) 17.98490 (opy) -250.00200 (Loss) ] TJ /R26 9.96260 Tf 11.95510 -18.49770 Td [ (Simply) -388.98200 (adding) -389.01100 (the) -388.98700 (conditional) -388.98900 (loss) ] TJ /R92 9.96260 Tf 147.79000 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87227 3.61563 Td [ (c) -0.49712 (o) -0.89621 (n) -0.20305 (d) -0.70017 ] TJ 6.35977 TL T* [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20273 -0.99609 Td [ (i) -0.59794 ] TJ /R26 9.96260 Tf 14.73520 3.74023 Td [ (leads) -388.98400 (to) -388.98400 (an\055) ] TJ -187.55500 -11.95510 Td [ (other) -304.99800 (issue\072) -419.00100 (the) -305 (generator) ] TJ /R90 9.96260 Tf 106.24500 0 Td [ (G) -0.29897 ] TJ /R94 6.97380 Tf 7.83320 -1.49414 Td [ (i) -0.19605 ] TJ /R26 9.96260 Tf 6.35273 1.49414 Td [ (learns) -305.00300 (to) -304.01800 (ignore) -304.99300 (the) -304.99800 (noise) ] TJ /R90 9.96260 Tf 105.37800 0 Td [ (z) -0.09802 ] TJ /R94 6.97380 Tf 4.63320 -1.49414 Td [ (i) -0.19605 ] TJ /R26 9.96260 Tf 3.31680 1.49414 Td (\054) Tj -233.75900 -11.95510 Td [ (and) -396.98800 (compute) ] TJ /R86 9.96260 Tf 56.71480 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10273 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 7.27422 1.49414 Td [ (deterministically) -397.00700 (from) ] TJ /R90 9.96260 Tf 94.25000 0 Td [ (h) 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-0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49492 Td [ (\051) -0.90181 (\135) -0.79889 (\135) -222.81100 (\053) -0.79889 ] TJ /R90 9.96260 Tf 21.58590 0 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.08984 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (z) -0.09802 ] TJ /R94 6.97380 Tf 4.63320 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31680 1.49492 Td [ (\051) -0.90181 ] TJ -188.92100 -19.05700 Td [ (\075) -0.80011 ] TJ /R96 9.96260 Tf 10.51600 0 Td [ (E) -0.69964 ] TJ /R88 6.97380 Tf 6.77383 -1.41211 Td [ (\136) -0.50062 ] TJ /R94 6.97380 Tf -0.13203 -1.83984 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66406 -0.99609 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15586 0.99609 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20313 -0.99609 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 3.65391 4.24805 Td [ (\133) -0.80011 ] TJ /R96 9.96260 Tf 2.76719 0 Td [ (E) -0.69964 ] TJ /R94 6.97380 Tf 6.64180 -3.25195 Td [ (z) -0.79994 ] TJ /R173 4.98130 Tf 4.09219 2.40195 Td [ (0) -1 ] TJ /R100 4.98130 Tf -0.28594 -4.67500 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15586 2.27305 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07227 -0.99609 Td [ (i) -0.60039 ] TJ /R88 6.97380 Tf 3.15586 0.99609 Td [ (\050) -0.39909 ] TJ /R94 6.97380 Tf 3.11406 0 Td [ (z) -0.79994 ] TJ /R173 4.98130 Tf 4.09180 2.40195 Td [ (0) -1 ] TJ /R100 4.98130 Tf -0.28594 -4.67500 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15625 2.27305 Td [ (j) -0.29932 ] TJ /R88 6.97380 Tf 2.49766 1.84023 Td [ (\136) -0.50062 ] TJ /R94 6.97380 Tf -0.13164 -1.84023 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66367 -0.99609 Td [ (i) -0.60039 ] TJ /R88 6.97380 Tf 3.15625 0.99609 Td [ (\051) -0.39909 ] TJ /R86 9.96260 Tf 3.61172 3.25195 Td [ (\133) -0.80011 (l) -0.79889 (og) ] TJ /R90 9.96260 Tf 17.29610 0 Td [ (Q) -0.60039 ] TJ /R94 6.97380 Tf 7.87617 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31680 1.49492 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87422 0 Td [ (z) -0.09802 ] TJ /R98 6.97380 Tf 5.07188 4.11328 Td [ (0) -0.39909 ] TJ /R94 6.97380 Tf -0.43906 -6.57617 Td [ (i) -0.19955 ] TJ /R92 9.96260 Tf 3.31719 2.46289 Td [ (j) -0.79889 ] TJ /R86 9.96260 Tf 2.86992 2.62930 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62930 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49492 Td [ (\051) -0.90181 (\135) -0.79889 ] TJ -148.45300 -17.87770 Td [ (\053) -0.80011 ] TJ /R90 9.96260 Tf 9.96211 0 Td [ (K) -72.29680 (L) -0.59916 (D) -0.89936 ] TJ /R86 9.96260 Tf 24.47890 0 Td [ (\050) -0.89936 ] TJ /R90 9.96260 Tf 3.87500 0 Td (P) Tj /R94 6.97380 Tf 6.39609 -1.49492 Td [ (i) -0.19955 ] TJ /R92 9.96260 Tf 3.31680 1.49492 Td (k) Tj /R90 9.96260 Tf 4.98125 0 Td [ (Q) -0.59916 ] TJ /R94 6.97380 Tf 7.87578 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49492 Td [ (\051) -0.89936 ] TJ /R102 9.96260 Tf -54.24100 -6.67500 Td (\174) Tj ET Q 1145.80000 3550.27000 200.91000 11.94920 re f q 10 0 0 10 0 0 cm BT /R102 9.96260 Tf 1 0 0 1 134.67100 355.02700 Tm (\173z) Tj ET Q 1436.37000 3550.27000 200.91000 11.94920 re f q 10 0 0 10 0 0 cm BT /R102 9.96260 Tf 1 0 0 1 163.72800 355.02700 Tm (\175) Tj /R98 6.97380 Tf -29.67300 -9.43008 Td [ <15> -0.89971 ] TJ /R88 6.97380 Tf 6.22695 0 Td [ (0) -0.50062 ] TJ /R86 9.96260 Tf 27.92890 16.10510 Td [ (\135) -222.79900 (\053) -0.80011 ] TJ /R90 9.96260 Tf 14.94410 0 Td [ (H) -0.30019 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.89936 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (z) -0.10047 ] TJ /R94 6.97380 Tf 4.63281 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49492 Td [ (\051) -0.90181 ] TJ /R92 9.96260 Tf -103.38400 -31.92700 Td [ <15> -0.80011 ] TJ /R96 9.96260 Tf 10.51600 0 Td [ (E) -0.69964 ] TJ /R88 6.97380 Tf 6.77383 -1.41094 Td [ (\136) -0.50062 ] TJ /R94 6.97380 Tf -0.13203 -1.84102 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66406 -0.99609 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15586 0.99609 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22734 0 Td [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20273 -0.99609 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 3.65391 4.24805 Td [ (\133) -0.80011 ] TJ /R96 9.96260 Tf 2.76719 0 Td [ (E) -0.69964 ] TJ /R94 6.97380 Tf 6.64219 -3.25195 Td [ (z) -0.79994 ] TJ /R173 4.98130 Tf 4.09180 2.40195 Td [ (0) -1 ] TJ /R100 4.98130 Tf -0.28594 -4.67383 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15586 2.27188 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07227 -0.99609 Td [ (i) -0.60039 ] TJ /R88 6.97380 Tf 3.15586 0.99609 Td [ (\050) -0.39909 ] TJ /R94 6.97380 Tf 3.11406 0 Td [ (z) -0.79994 ] TJ /R173 4.98130 Tf 4.09180 2.40195 Td [ (0) -1 ] TJ /R100 4.98130 Tf -0.28594 -4.67383 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15625 2.27188 Td [ (j) -0.29932 ] TJ /R88 6.97380 Tf 2.49805 1.84102 Td [ (\136) -0.50062 ] TJ /R94 6.97380 Tf -0.13203 -1.84102 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66367 -0.99609 Td [ (i) -0.60039 ] TJ /R88 6.97380 Tf 3.15625 0.99609 Td [ (\051) -0.39909 ] TJ /R86 9.96260 Tf 3.61211 3.25195 Td [ (\133) -0.80011 (l) -0.79889 (og) ] TJ /R90 9.96260 Tf 17.29570 0 Td [ (Q) -0.60039 ] TJ /R94 6.97380 Tf 7.87617 -1.49414 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31680 1.49414 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87422 0 Td [ (z) -0.09802 ] TJ /R98 6.97380 Tf 5.07188 4.11289 Td [ (0) -0.39909 ] TJ /R94 6.97380 Tf -0.43789 -6.57578 Td [ (i) -0.19955 ] TJ /R92 9.96260 Tf 3.31602 2.46289 Td [ (j) -0.79889 ] TJ /R86 9.96260 Tf 2.86992 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10195 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49414 Td [ (\051) -0.90181 (\135) -0.79889 (\135) -222.81100 (\053) -0.79889 ] TJ /R90 9.96260 Tf 21.58480 0 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (z) -0.09802 ] TJ /R94 6.97380 Tf 4.63320 -1.49414 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31680 1.49414 Td [ (\051) -0.90181 ] TJ -190.40100 -19.05700 Td [ (\075) -0.80011 ] TJ /R96 9.96260 Tf 10.51600 0 Td [ (E) -0.69964 ] TJ /R94 6.97380 Tf 6.64180 -1.73789 Td [ (z) -0.79994 ] TJ /R173 4.98130 Tf 4.09219 2.40195 Td [ (0) -1 ] TJ /R100 4.98130 Tf -0.28594 -4.67500 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15586 2.27305 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (P) -0.30107 ] TJ /R100 4.98130 Tf 5.07188 -2.08086 Td [ (z) -0.69841 ] TJ /R173 4.98130 Tf 3.61523 1.71602 Td [ (0) -1 ] TJ /R100 4.98130 Tf -0.18398 -4.28828 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 4.15195 6.39102 Td [ (\133) -0.80011 ] TJ /R96 9.96260 Tf 2.76680 0 Td [ (E) -0.69964 ] TJ /R88 6.97380 Tf 6.77422 -1.41094 Td [ (\136) -0.50062 ] TJ /R94 6.97380 Tf -0.13203 -1.84102 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66406 -0.99609 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15586 0.99609 Td [ (\030) -0.89971 ] TJ /R94 6.97380 Tf 6.22695 0 Td [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20313 -0.99609 Td [ (i) -0.60039 ] TJ /R88 6.97380 Tf 3.15586 0.99609 Td [ (\050) -0.39909 ] TJ 3.24531 1.84102 Td [ (\136) -0.50062 ] TJ /R94 6.97380 Tf -0.13203 -1.84102 Td [ (h) -0.79994 ] TJ /R100 4.98130 Tf 4.66367 -0.99609 Td [ (i) -0.60039 ] TJ /R98 6.97380 Tf 3.15625 0.99609 Td [ (j) -0.29932 ] TJ /R94 6.97380 Tf 2.36680 0 Td [ (z) -0.79994 ] TJ /R173 4.98130 Tf 4.09219 2.40195 Td [ (0) -1 ] TJ /R100 4.98130 Tf -0.28594 -4.67383 Td [ (i) -0.60039 ] TJ /R88 6.97380 Tf 3.15586 2.27188 Td [ (\051) -0.39909 ] TJ /R86 9.96260 Tf 3.61094 3.25195 Td [ (\133) -0.80011 (l) -0.80134 (og) ] TJ /R90 9.96260 Tf 17.29730 0 Td [ (Q) -0.60039 ] TJ /R94 6.97380 Tf 7.87578 -1.49375 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31602 1.49375 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87500 0 Td [ (z) -0.09802 ] TJ /R98 6.97380 Tf 5.07109 4.11328 Td [ (0) -0.39909 ] TJ /R94 6.97380 Tf -0.43789 -6.57617 Td [ (i) -0.19955 ] TJ /R92 9.96260 Tf 3.31680 2.46289 Td [ (j) -0.79889 ] TJ /R86 9.96260 Tf 2.86992 2.62930 Td (\136) Tj /R90 9.96260 Tf -0.10273 -2.62930 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49375 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31719 1.49375 Td [ (\051) -0.90181 (\135) -0.79889 (\135) -222.81100 (\053) -0.79889 ] TJ /R90 9.96260 Tf 21.58590 0 Td [ (H) -0.29897 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.90181 ] TJ /R90 9.96260 Tf 3.87383 0 Td [ (z) -0.09802 ] TJ /R94 6.97380 Tf 4.63320 -1.49375 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31680 1.49375 Td [ (\051) -0.90181 ] TJ /R175 9.96260 Tf -194.32900 -19.50780 Td [ (\054) -0.80011 ] TJ /R92 9.96260 Tf 10.51600 0 Td [ <00> -0.80011 (L) -0.69964 ] TJ /R94 6.97380 Tf 14.61990 4.11289 Td [ (en) -0.20130 (t) -0.59864 ] TJ 6.57578 TL T* [ (G) -0.40085 ] TJ /R100 4.98130 Tf 6.20313 -0.99727 Td [ (i) -0.60039 ] TJ /R86 9.96260 Tf 8.22383 3.46016 Td [ (\053) -0.80011 ] TJ /R90 9.96260 Tf 9.96211 0 Td [ (H) -0.30019 ] TJ /R86 9.96260 Tf 9.09102 0 Td [ (\050) -0.89936 ] TJ /R90 9.96260 Tf 3.87383 0 Td [ (z) -0.10047 ] TJ /R94 6.97380 Tf 4.63398 -1.49492 Td [ (i) -0.19955 ] TJ /R86 9.96260 Tf 3.31602 1.49492 Td [ (\051) -0.89936 ] TJ /R26 9.96260 Tf 103.61800 -12.95200 Td (\0508\051) Tj -224.63300 -17.93120 Td [ (In) -346.01900 (practice\054) -368.99600 (we) -345.98300 (parameterize) ] TJ /R90 9.96260 Tf 119.39800 0 Td [ (Q) -0.59916 ] TJ /R94 6.97380 Tf 7.87578 -1.49375 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 6.76094 1.49375 Td [ (with) -345.99900 (a) -345.00600 (deep) -346.01800 (netw) 10.00810 (ork) -346.01300 (that) ] TJ -134.03500 -11.95470 Td [ (predicts) -274.99500 (the) -275.00500 (posterior) -274.98800 (distrib) 19.99180 (ution) -274.98400 (of) ] TJ /R90 9.96260 Tf 146.87400 0 Td [ (z) -0.10047 ] TJ /R94 6.97380 Tf 4.63320 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 6.05586 1.49414 Td [ (gi) 24.98850 (v) 14.98280 (en) ] TJ /R86 9.96260 Tf 24.58010 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.74023 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 3.31680 1.49414 Td (\056) Tj /R90 9.96260 Tf 6.32422 0 Td [ (Q) -0.60039 ] TJ /R94 6.97380 Tf 7.87578 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 6.05625 1.49414 Td (shares) Tj -211.35300 -11.95510 Td [ (most) -323.99400 (of) -323.00300 (the) -324.01600 (parameters) -322.99900 (with) ] TJ /R90 9.96260 Tf 117.38700 0 Td [ (D) -0.89936 ] TJ /R94 6.97380 Tf 8.24766 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 3.31719 1.49414 Td [ (\056) -531.00700 (W) 79.98790 (e) -323.01000 (treat) -323.98300 (the) -322.99800 (po) -1.00964 (s) 0.98513 (terior) -324.01700 (as) ] TJ -128.95200 -11.95510 Td [ (a) -236.98400 (diagonal) -236.01300 (Gaussian) -236.99600 (with) -236.01700 <0278> 14.99750 (ed) -237.01800 (standard) -237.00200 (de) 25.01540 (viations\054) -239.01600 (and) -237.01400 (use) ] TJ 11.95510 TL T* [ (the) -285.00300 (netw) 10.00870 (ork) ] TJ /R90 9.96260 Tf 50.40390 0 Td [ (Q) -0.59916 ] TJ /R94 6.97380 Tf 7.87617 -1.49492 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 6.15703 1.49492 Td [ (to) -285 (only) -284.98900 (predict) -286.01800 (the) -285.00400 (posterior) -284.98700 (mean\054) -294.02000 (making) ] TJ /R92 9.96260 Tf -64.43710 -11.95510 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87109 3.61523 Td [ (en) -0.20042 (t) -0.59952 ] TJ 6.35898 TL T* [ (G) -0.39997 ] TJ /R100 4.98130 Tf 6.20273 -0.99727 Td [ (i) -0.59916 ] TJ /R26 9.96260 Tf 9.80820 3.74102 Td [ (equi) 24.98910 (v) 24.98110 (alent) -380.98400 (to) -380.98300 (the) -382.00700 (Euclidean) -381.01400 (reconstruction) -381 (error) 55 (\056) -703.99800 (In) ] TJ -22.88200 -11.95590 Td [ (each) -250.00500 (iteration) -250.01000 (we) -249.99900 (update) -249.98400 (both) ] TJ /R90 9.96260 Tf 119.79900 0 Td [ (G) -0.30019 ] TJ /R94 6.97380 Tf 7.83320 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 5.80781 1.49414 Td (and) Tj /R90 9.96260 Tf 16.87620 0 Td [ (Q) -0.60039 ] TJ /R94 6.97380 Tf 7.87578 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 5.80820 1.49414 Td [ (to) -249.98500 (minimize) ] TJ /R92 9.96260 Tf 50.36990 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87188 3.61602 Td [ (en) -0.19605 (t) -0.60214 ] TJ 6.36016 TL T* [ (G) -0.39909 ] TJ /R100 4.98130 Tf 6.20234 -0.99570 Td [ (i) -0.60284 ] TJ /R26 9.96260 Tf 6.00977 3.73984 Td (\056) Tj -221.49900 -11.95510 Td [ (Our) -247.99400 (method) -248.00600 (is) -247.98400 (similar) -248.00500 (to) -247.98600 (the) -249.01000 (v) 24.98110 (ariati) 0.99003 (o) -1.01454 (na) 0.98023 (l) -249.01000 (mutual) -248.00500 (informa\055) ] TJ -11.95510 -11.95510 Td [ (tion) -353.01500 (maximization) -352.98400 (technique) -353.99900 (proposed) -353.01500 (by) -352.99000 (Chen) ] TJ /R36 9.96260 Tf 197.66000 0 Td [ (et) -352.99700 (al) ] TJ /R26 9.96260 Tf 18.47270 0 Td [ (\056) -352.99700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 275.57000 164.68600 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 280.55100 164.68600 Tm (\135\056) Tj -230.43900 -11.95470 Td [ (A) -331.98100 (k) 10.00320 (e) 15.01280 (y) -332.01800 (dif) 24.98540 (ference) -332.98200 (is) -332.01000 (that) -332.00800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 153.02600 152.73100 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 158.00700 152.73100 Tm [ (\135) -331.98700 (uses) -332.01100 (the) ] TJ /R90 9.96260 Tf 42.57700 0 Td [ (Q) -0.60039 ] TJ /R26 9.96260 Tf 7.87617 0 Td [ (\055netw) 10.00570 (ork) -332.01600 (to) -332.01100 (predict) ] TJ -158.34800 -11.95510 Td [ (only) -349.99800 (a) -349.98500 (small) -351.01100 (set) -350.01100 (of) -350.01900 (deliberately) -349.99700 (constructed) -349.99600 (\223latent) -350.98600 (code\224\054) ] TJ 11.95510 TL T* [ (while) -381.99700 (our) ] TJ /R90 9.96260 Tf 43.03790 0 Td [ (Q) -0.59978 ] TJ /R94 6.97380 Tf 7.87617 -1.49492 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 7.12695 1.49492 Td [ (tries) -382.00200 (to) -382.98300 (predict) ] TJ /R36 9.96260 Tf 64.00390 0 Td (all) Tj /R26 9.96260 Tf 14.34100 0 Td [ (the) -382.00700 (noise) -383.01500 (v) 24.98110 (ariables) ] TJ /R90 9.96260 Tf 80.35200 0 Td [ (z) -0.09802 ] TJ /R94 6.97380 Tf 4.63320 -1.49492 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 7.12773 1.49492 Td (in) Tj -228.49900 -11.95590 Td [ (each) -359.98700 (stack\056) -641.99800 (The) -360.01300 (loss) -361.01300 (used) -360.00600 (in) -360.00600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 175.99000 116.86500 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 180.97100 116.86500 Tm [ (\135) -361.00200 (therefore) -359.98400 (maximizes) -361.00100 (the) ] TJ /R36 9.96260 Tf -130.85900 -11.95510 Td [ (mutual) -260.00300 (information) ] TJ /R26 9.96260 Tf 79.90080 0 Td [ (between) -259.98800 (the) -259.00800 (output) -260 (and) -259.01100 (the) -259.98800 (latent) -260.01800 (code\054) ] TJ -79.90080 -11.95510 Td [ (while) -318.00800 (ours) -318.01200 (maximizes) -317.98900 (the) ] TJ /R36 9.96260 Tf 107.30900 0 Td [ (entr) 44.98640 (opy) ] TJ /R26 9.96260 Tf 33.15590 0 Td [ (of) -317.98500 (the) -318.01800 (output) ] TJ /R86 9.96260 Tf 55.54730 2.62891 Td (\136) Tj /R90 9.96260 Tf -0.10312 -2.62891 Td [ (h) -0.20095 ] TJ /R94 6.97380 Tf 5.73984 -1.49414 Td [ (i) -0.19955 ] TJ /R26 9.96260 Tf 3.31719 1.49414 Td [ (\054) -335 (condi\055) ] TJ -204.96600 -11.95510 Td [ (tioned) -238.99400 (on) ] TJ /R90 9.96260 Tf 39.62890 0 Td [ (h) -0.19972 ] TJ /R94 6.97380 Tf 5.74023 -1.49492 Td [ (i) -0.20042 ] TJ /R88 6.97380 Tf 2.81797 0 Td [ (\0531) -0.49887 ] TJ /R26 9.96260 Tf 10.58590 1.49492 Td [ (\056) -305.98600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 117.74200 81 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 122.72300 81 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 127.59500 81 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 137.55700 81 Tm [ (\135) -238.98300 (also) -239.00500 (train) -239.00700 (a) -238.98500 (separate) -238.98200 (netw) 10.00810 (ork) -237.99200 (to) -239.00700 (map) ] TJ 171.30500 629.03700 Td [ (images) -215 (back) -214.98100 (to) -215.01100 (latent) -215.00600 (space) -214.98400 (to) -215.01300 (perform) -215.01300 (unsupervised) -214.98400 (feature) ] TJ 11.95510 TL T* [ (learning\056) -677.98500 (Independent) -371.99400 (of) -372.99700 (our) -372.01100 (w) 10.00320 (ork\054) -776.01800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 466.62000 698.08200 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 471.60100 698.08200 Tm [ (\135) -373.00100 (proposes) -371.99200 (to) -372.98700 (re) 15.00730 (g\055) ] TJ -162.73900 -11.95510 Td [ (ularize) -382.01200 (EBGAN) -381.01000 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 381.20100 686.12700 Tm (68) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 391.16300 686.12700 Tm [ (\135) -382.01700 (with) -381.99000 (entrop) 10.01300 (y) -380.99000 (maximization) -382 (in) -382.00500 (order) ] TJ -82.30120 -11.95510 Td [ (to) -332.99100 (pr) 0.98268 (e) 25.01050 (v) 14.00260 (ent) -332.01600 (the) -332.99600 (discriminator) -332.01300 (from) -332.99300 (de) 15.01710 (generating) -332.00300 (to) -332.99300 (uniform) ] TJ 11.95590 TL T* [ (prediction\056) -529.99700 (Our) -323.98000 (entrop) 10.01300 (y) -323 (loss) -322.98000 (is) -324.01000 (moti) 25.00560 (v) 24.98110 (ated) -323 (from) -324.01500 (generating) ] TJ 11.95510 TL T* [ (multiple) -249.99000 (possible) -250 (outputs) -249.99500 (from) -249.98800 (the) -249.98800 (same) -249.98800 (conditional) -249.99300 (input\056) ] TJ /R24 11.95520 Tf 25.08400 TL T* [ (4\056) -249.98900 (Experiments) ] TJ /R26 9.96260 Tf 11.95510 -19.32110 Td [ (In) -563.00200 (this) -564 (section\054) -641.98600 (we) -563.00700 (perform) -562.99400 (e) 15.01220 (xperiments) -563.98900 (on) -562.99400 (a) -563.98900 (v) 24.98110 (ari\055) ] TJ -11.95510 -11.95470 Td [ (ety) -439.01700 (of) -438.98300 (datasets) -439.00500 (including) -438.98100 (MNIST) -438.01500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 454.68500 593.90100 Tm (34) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 464.64700 593.90100 Tm [ (\135\054) -487.01700 (SVHN) -439 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 510.11700 593.90100 Tm (41) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 520.07900 593.90100 Tm [ (\135\054) -485.99700 (and) ] TJ -211.21700 -11.95510 Td [ (CIF) 74.01220 (AR\05510) -268.01200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 356.73200 581.94600 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 366.69500 581.94600 Tm [ (\135\056) -366.01700 (Code) -268.99400 (and) -267.99000 (pre\055trained) -269.00900 (models) -268.00400 (are) -268.98500 (a) 19.99180 (v) 24.98110 (ailable) ] TJ -57.83280 -11.95510 Td (at\072) Tj ET Q 0 1 0 0 k q 10 0 0 10 0 0 cm BT /R34 9.96260 Tf 1 0 0 1 327.42800 569.99100 Tm (https\072\057\057github\056com\057xunhuang1995\057SGAN) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 542.62100 569.99100 Tm (\056) Tj -233.75900 -11.95510 Td [ (Readers) -332.99600 (may) -332.99100 (refer) -332.98400 (to) -332.99100 (our) -332.99800 (code) -333.00300 (repository) -333.99300 (for) -333.00300 (more) -332.99300 (details) ] TJ 11.95590 TL T* [ (about) -250.02000 (e) 15.01220 (xperimental) -250.00500 (setup\054) -250.01700 (h) 4.98446 (yper) 19.99670 (\055parameters\054) ] TJ /R36 9.96260 Tf 179.43500 0 Td (etc\056) Tj /R24 9.96260 Tf -179.43500 -19.54730 Td (Encoder\072) Tj /R26 9.96260 Tf 53.33710 0 Td [ (F) 14.99260 (or) -799.98200 (all) -800.01400 (datasets) -800.00400 (we) -799.00400 (use) -800.01800 (a) -799.98900 (small) -799.99400 (CNN) ] TJ -53.33710 -11.95470 Td [ (with) -1168.02000 (tw) 10.00810 (o) -1168 (con) 39.99820 (v) 20.00160 (olutional) -1168 (layers) -1168 (as) -1169.02000 (our) -1168 (encoder\072) ] TJ /R34 9.96260 Tf 11.95510 TL (conv1\055pool1\055conv2\055pool2\055fc3\055fc4) ' /R26 9.96260 Tf 185.30500 0 Td [ (\054) -2421 (where) ] TJ /R34 9.96260 Tf -185.30500 -11.95510 Td (fc3) Tj /R26 9.96260 Tf 23.22810 0 Td [ (is) -532.01700 (a) -531.01400 (fully) -532.00700 (connected) -531 (layer) -531.99000 (and) ] TJ /R34 9.96260 Tf 136.34900 0 Td (fc4) Tj /R26 9.96260 Tf 23.22810 0 Td [ (outputs) -531.99000 (clas\055) ] TJ -182.80500 -11.95510 Td [ <736902636174696f6e> -670.98100 (scores) -670.98100 (before) -672.01000 (softmax\056) -1573 (On) -671.01600 (CIF) 74.01220 (AR\05510) -671.98100 (we) ] TJ T* [ (apply) -467.98300 (horizontal) -468.99000 <03697070696e67> -467.99100 (to) -467.99100 (train) -469.01000 (the) -467.99100 (encoder) 55.01040 (\056) -965.01100 (No) -469.01000 (data) ] TJ 11.95630 TL T* [ (augmentation) -249.99000 (is) -249.98500 (used) -249.98500 (on) -249.98800 (other) -249.98800 (datasets\056) ] TJ /R24 9.96260 Tf 19.54690 TL (Generator\072) ' /R26 9.96260 Tf 53.57300 0 Td [ (W) 79.98660 (e) -396.01700 (use) -394.98600 (generators) -396.00300 (with) -395.98800 (tw) 10.00810 (o) -396.00700 (stacks) -395.01700 (through\055) ] TJ -53.57300 -11.95510 Td [ (out) -290.01300 (our) -291.00300 (e) 15.01220 (xperiments) 1.01699 (\056) -430.98400 (Note) -291 (that) -290.01500 (our) -289.98600 (frame) 25.01050 (w) 10.00320 (ork) -289.98600 (is) -290.99600 (generally) ] TJ 11.95510 TL T* [ (applicable) -352 (to) -352.00700 (the) -352.01200 (setting) -351.98500 (with) -351.99500 (multi) 1.01944 (ple) -352.01000 (stacks\054) -377.99600 (and) -352.01500 (we) -351.98000 (h) 4.98446 (y\055) ] TJ T* [ (pothesize) -225 (that) -225.00700 (using) -224.99200 (more) -223.99200 (stacks) -225.00700 (w) 10.00320 (ould) -224.99700 (be) -224.98200 (helpful) -225.00200 (for) -224.98200 (lar) 17.99700 (ge\055) ] TJ T* [ (scale) -277.99300 (and) -277.00800 (high\055resolution) -278.01200 (datasets\056) -391.99300 (F) 14.99260 (or) -277.99300 (all) -277.98300 (datasets\054) -284.01100 (our) -277.98800 (top) ] TJ (GAN) ' /R90 9.96260 Tf 24.50590 0 Td [ (G) -0.29897 ] TJ /R88 6.97380 Tf 7.83320 -1.49492 Td [ (1) -0.50062 ] TJ /R26 9.96260 Tf 7.39687 1.49492 Td (generates) Tj /R34 9.96260 Tf 40.54610 0 Td (fc3) Tj /R26 9.96260 Tf 20.86090 0 Td [ (features) -293.99000 (from) -294.02000 (some) -294.01000 (random) -292.99000 (noise) ] TJ /R90 9.96260 Tf -101.14300 -11.95590 Td [ (z) -0.09802 ] TJ /R88 6.97380 Tf 4.63281 -1.49414 Td [ (1) -0.50062 ] TJ /R26 9.96260 Tf 4.46914 1.49414 Td [ (\054) -275.99100 (conditioned) -269.98900 (on) -271.00400 (label) ] TJ /R90 9.96260 Tf 89.70000 0 Td [ (y) -0.29897 ] TJ /R26 9.96260 Tf 5.24219 0 Td [ (\056) -372.01100 (The) -271.00900 (bott) 1.00473 (om) -270.99400 (GAN) ] TJ /R90 9.96260 Tf 79.58870 0 Td [ (G) -0.29897 ] TJ /R88 6.97380 Tf 7.83320 -1.49414 Td [ (0) -0.49712 ] TJ /R26 9.96260 Tf 7.16484 1.49414 Td (generates) Tj -198.63100 -11.95510 Td [ (images) -355.01700 (from) -354.01000 (some) -354.98000 (noise) ] TJ /R90 9.96260 Tf 103.78900 0 Td [ (z) -0.09802 ] TJ /R88 6.97380 Tf 4.63281 -1.49414 Td [ (0) -0.49712 ] TJ /R26 9.96260 Tf 4.46992 1.49414 Td [ (\054) -380.99000 (conditioned) -354.99500 (on) ] TJ /R34 9.96260 Tf 70.36020 0 Td (fc3) Tj /R26 9.96260 Tf 21.46600 0 Td (features) Tj -204.71800 -11.95510 Td [ (generated) -364.01500 (from) -364.00800 (GAN) ] TJ /R90 9.96260 Tf 90.54300 0 Td [ (G) -0.29897 ] TJ /R88 6.97380 Tf 7.83281 -1.49375 Td [ (1) -0.49712 ] TJ /R26 9.96260 Tf 4.47031 1.49375 Td [ (\056) -650.98400 (W) 79.98660 (e) -363.98300 (set) -364.00800 (the) -364.00800 (loss) -363.99300 (coef) 25.01050 <026369656e74> -363.01300 (pa\055) ] TJ -102.84600 -11.95510 Td (rameters) Tj /R90 9.96260 Tf 36.79100 0 Td [ <15> -0.29897 ] TJ /R88 6.97380 Tf 5.81211 -1.49492 Td [ (1) -0.50062 ] TJ /R86 9.96260 Tf 7.23594 1.49492 Td [ (\075) -0.79889 ] TJ /R90 9.96260 Tf 10.51680 0 Td [ <15> -0.29897 ] TJ /R88 6.97380 Tf 5.81094 -1.49492 Td [ (2) -0.50062 ] TJ /R86 9.96260 Tf 7.23711 1.49492 Td [ (\075) -278.78400 (1) ] TJ /R26 9.96260 Tf 17.98830 0 Td (and) Tj /R90 9.96260 Tf 16.87700 0 Td [ <15> -0.29897 ] TJ /R88 6.97380 Tf 5.81094 -1.49492 Td [ (3) -0.49712 ] TJ /R86 9.96260 Tf 7.23711 1.49492 Td [ (\075) -278.78700 (10) ] TJ /R26 9.96260 Tf 20.47890 0 Td (\056) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 6.97380 Tf 1 0 0 1 453.14800 331.27400 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R24 10.95890 Tf 1 0 0 1 308.86200 306.55900 Tm [ (4\0561\056) -250.00400 (Datasets) ] TJ /R26 9.96260 Tf 11.95510 -18.32380 Td [ (W) 79.98660 (e) -275.01800 (thoroughly) -275.00600 (e) 25.01050 (v) 24.98110 (aluate) -275.00800 (SGAN) -274.98800 (on) -275.00300 (three) -275.99300 (widely) -274.98800 (adopted) ] TJ -11.95510 -11.95510 Td [ (datasets\072) -599.99300 (MNIST) -393.98300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 387.38700 276.28000 Tm (34) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 397.35000 276.28000 Tm [ (\135\054) -430.98700 (SVHN) -395.00800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 441.82300 276.28000 Tm (41) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 451.78500 276.28000 Tm [ (\135\054) -430.98700 (and) -394.98800 (CIF) 74.01220 (AR\05510) -395.00800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 529.34400 276.28000 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 539.30600 276.28000 Tm (\135\056) Tj -230.44400 -11.95510 Td [ (The) -249.99300 (details) -250.01200 (of) -249.99500 (each) -250.00500 (dataset) -249.98300 (is) -249.98300 (described) -249.98800 (in) -249.98800 (the) -249.98800 (follo) 24.99580 (wing\056) ] TJ /R24 9.96260 Tf 19.54690 TL T* [ (MNIST) 73.98520 (\072) ] TJ /R26 9.96260 Tf 38.33910 0 Td [ (The) -311.00200 (MNIST) -311.99700 (dataset) -310.99200 (contains) ] TJ /R86 9.96260 Tf 119.76300 0 Td (70) Tj /R90 9.96260 Tf 9.96328 0 Td [ (\073) -0.80379 ] TJ 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(in) ] TJ T* [ (Impro) 14.99380 (v) 14.98280 (ed) -283.01100 (GAN) -283.00300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 119.08400 164.68600 Tm (53) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 129.04600 164.68600 Tm [ (\135\054) -291.01100 (in) -283 (which) -282.01500 (the) -283.00400 (w) 10 (ork) 10.00570 (ers) -283.01400 (are) -282.98500 (gi) 24.98850 (v) 14.98280 (en) ] TJ /R86 9.96260 Tf 135.67900 0 Td (9) Tj /R26 9.96260 Tf 7.79883 0 Td (im\055) Tj -222.41200 -11.95510 Td [ (ages) -319.00300 (at) -319.98300 (each) -319.01400 (time) -318.98400 (and) -319 (can) -319.99000 (recei) 25.00690 (v) 14.98280 (e) -319.01000 (feedback) -319.01000 (about) -320.00800 (whether) ] TJ 11.95510 TL T* [ (their) -310.01500 (answers) -310.01800 (are) -310 (correct\056) -490.00200 (W) 39.99460 (ith) ] TJ /R86 9.96260 Tf 129.42500 0 Td (9) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\073) -0.80011 ] TJ /R86 9.96260 Tf 4.42773 0 Td (000) Tj /R26 9.96260 Tf 18.03200 0 Td [ (v) 20.00160 (otes) -310.01200 (for) -309.99000 (each) -309.99500 (e) 25.01050 (v) 24.98110 (al\055) ] TJ -156.86700 -11.95510 Td [ (uated) -390.00500 (model\054) -425 (our) -390.00600 (AMT) -389.99500 (w) 10 (ork) 10.00570 (ers) -390.01500 (got) ] TJ /R86 9.96260 Tf 152.67300 0 Td (24) Tj /R90 9.96260 Tf 9.96289 0 Td [ (\072) -0.79889 ] TJ /R86 9.96260 Tf 2.76797 0 Td [ (4\045) -0.29897 ] TJ /R26 9.96260 Tf 17.16800 0 Td [ (error) -389.98400 (rate) -390.01800 (for) ] TJ -182.57200 -11.95590 Td [ (samples) -464.99300 (from) -463.99000 (SGAN) -464.99700 (and) ] TJ /R86 9.96260 Tf 111.48300 0 Td (15) Tj /R90 9.96260 Tf 9.96289 0 Td [ (\072) -0.80011 ] TJ /R86 9.96260 Tf 2.76719 0 Td [ (6\045) -0.30019 ] TJ /R26 9.96260 Tf 17.91290 0 Td [ (for) -464.98200 (samples) -464.01300 (from) -465.01100 (DC\055) ] TJ -142.12600 -11.95510 Td (GAN) Tj /R86 9.96260 Tf 23.75270 0 Td [ (\050) -0.89997 ] TJ /R92 9.96260 Tf 3.87422 0 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87188 3.61602 Td [ (a) -0.69929 (d) -0.70017 (v) -0.40085 ] TJ /R86 9.96260 Tf 14.24410 -3.61602 Td [ (\053) -0.80011 ] TJ /R90 9.96260 Tf 8.78984 0 Td [ (L) -0.59916 ] TJ /R94 6.97380 Tf 6.78008 3.61602 Td [ (c) -0.49887 (o) -0.90146 (n) -0.20130 (d) -0.70017 ] TJ /R86 9.96260 Tf 18.10390 -3.61602 Td [ (\053) -0.80011 ] TJ /R92 9.96260 Tf 8.79102 0 Td [ (L) -0.69964 ] TJ /R94 6.97380 Tf 6.87109 3.61602 Td [ (en) -0.20130 (t) -0.59864 ] TJ /R86 9.96260 Tf 12.21290 -3.61602 Td [ (\051) -0.89936 ] TJ /R26 9.96260 Tf 3.87422 0 Td [ (\056) -299.00600 (This) -219 (further) -218 <636f6e02726d73> -218.00800 (that) -217.98800 (our) ] TJ -114.16600 -11.95510 Td [ (stack) 10.00810 (ed) -291.01000 (design) -290.00600 (can) -291.01400 <7369676e690263616e746c79> -290.00900 (impro) 15.00360 (v) 14.98280 (e) -291.01500 (the) -289.98300 (image) -290.99600 (quality) ] TJ T* [ (o) 14.98280 (v) 14.98280 (er) -250.00500 (GAN) -249.98900 (without) -249.99700 (stacking\056) ] TJ ET Q 3.98000 w 0 G 3088.62000 7198.01000 m 5582.80000 7198.01000 l S q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 314.84000 709.55900 Tm [ (Method) -15447 (Score) ] TJ ET Q 3088.62000 7050.56000 m 5582.80000 7050.56000 l S q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 314.84000 694.81500 Tm [ (Infusion) -250.01000 (training) -250.00700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 387.33800 694.81500 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 392.31900 694.81500 Tm (\135) Tj /R86 9.96260 Tf 107.40200 0 Td (4) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (62) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98086 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76797 0 Td (06) Tj /R26 9.96260 Tf -222.51800 -14.34730 Td [ (ALI) -249.99500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 337.24600 680.46800 Tm (10) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 347.20800 680.46800 Tm [ (\135) -250 (\050as) -250 (reported) -249.99000 (in) -249.98800 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 416.36800 680.46800 Tm (63) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 426.33100 680.46800 Tm (\135\051) Tj /R86 9.96260 Tf 73.39020 0 Td (5) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (34) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (05) Tj /R26 9.96260 Tf -222.51800 -14.34610 Td [ (GMAN) -250.01700 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 351.08400 666.12200 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 361.04600 666.12200 Tm [ (\135) -250 (\050best) -249.98800 (v) 24.98110 (ariant\051) ] TJ /R86 9.96260 Tf 138.67500 0 Td (6) Tj /R90 9.96260 Tf 4.98164 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (00) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (19) Tj /R26 9.96260 Tf -222.51800 -14.34570 Td [ (EGAN\055Ent\055VI) -250.01500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 379.29800 651.77600 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 384.27900 651.77600 Tm (\135) Tj /R86 9.96260 Tf 115.44100 0 Td (7) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (07) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98164 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (10) Tj /R26 9.96260 Tf -222.51800 -14.34610 Td [ (LR\055GAN) -250.01500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 358.27700 637.43000 Tm (65) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 368.23900 637.43000 Tm (\135) Tj /R86 9.96260 Tf 131.48100 0 Td (7) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (17) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96172 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (07) Tj /R26 9.96260 Tf -222.51800 -14.34610 Td [ (Denoising) -249.99700 (feature) -250.00500 (matching) -250.00200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 431.32300 623.08400 Tm (63) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 441.28500 623.08400 Tm (\135) Tj /R86 9.96260 Tf 58.43550 0 Td (7) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (72) Tj /R92 9.96260 Tf 12.17730 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96172 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (13) Tj ET Q 3088.62000 6185.81000 m 5582.80000 6185.81000 l S q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 314.84000 608.33900 Tm (DCGAN) Tj /R98 6.97380 Tf 35.41720 4.33203 Td [ (y) -0.80169 ] TJ /R26 9.96260 Tf 6.64102 -4.33203 Td [ (\050with) -250.01700 (labels\054) -250.01700 (as) -249.99700 (reported) -249.99300 (in) -499.98500 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 471.16900 608.33900 Tm (61) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 481.13200 608.33900 Tm (\135\051) Tj /R86 9.96260 Tf 18.58950 0 Td (6) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (58) Tj /R26 9.96260 Tf -192.63000 -14.34610 Td (SteinGAN) Tj /R98 6.97380 Tf 42.06130 4.33125 Td [ (y) -0.80169 ] TJ /R26 9.96260 Tf 6.64180 -4.33125 Td (\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 366.86100 593.99300 Tm (61) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 376.82300 593.99300 Tm (\135) Tj /R86 9.96260 Tf 122.89800 0 Td (6) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (35) Tj /R26 9.96260 Tf -192.63000 -14.34610 Td [ (Impro) 14.99260 (v) 14.98280 (ed) -249.99700 (GAN) ] TJ /R98 6.97380 Tf 62.50510 4.33125 Td [ (y) -0.80169 ] TJ /R26 9.96260 Tf 6.64219 -4.33125 Td (\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 387.30500 579.64700 Tm (53) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 397.26700 579.64700 Tm [ (\135) -250 (\050best) -249.98800 (v) 24.98110 (ariant\051) ] TJ /R86 9.96260 Tf 102.45400 0 Td (8) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (09) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (07) Tj /R26 9.96260 Tf -222.51800 -14.34570 Td [ (A) 39.99580 (C\055GAN) ] TJ /R98 6.97380 Tf 38.33590 4.33086 Td [ (y) -0.80169 ] TJ /R26 9.96260 Tf 6.64102 -4.33086 Td (\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 363.13400 565.30100 Tm (43) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 373.09700 565.30100 Tm (\135) Tj /R86 9.96260 Tf 126.62400 0 Td (8) Tj /R90 9.96260 Tf 4.98164 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (25) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (07) Tj ET Q 3088.62000 5607.98000 m 5582.80000 5607.98000 l S q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 314.84000 550.55600 Tm (DCGAN) Tj /R86 9.96260 Tf 37.90700 0 Td [ (\050) -0.90181 ] TJ /R92 9.96260 Tf 3.87500 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 3.61484 Td [ (a) -0.70017 (d) -0.70367 (v) -0.39909 ] TJ /R86 9.96260 Tf 13.20200 -3.61484 Td [ (\051) -11960.90000 (6) ] TJ /R90 9.96260 Tf 128.00800 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (16) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98086 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76797 0 Td (07) Tj /R26 9.96260 Tf -222.51800 -14.34610 Td (DCGAN) Tj /R86 9.96260 Tf 37.90700 0 Td [ (\050) -0.90181 ] TJ /R92 9.96260 Tf 3.87500 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 3.61484 Td [ (a) -0.70017 (d) -0.70367 (v) -0.39909 ] TJ /R86 9.96260 Tf 15.41600 -3.61484 Td [ (\053) -0.79889 ] TJ /R92 9.96260 Tf 9.96289 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 3.61484 Td [ (en) -0.19605 (t) -0.60214 ] TJ /R86 9.96260 Tf 12.21290 -3.61484 Td [ (\051) -8822.90000 (5) ] TJ /R90 9.96260 Tf 96.74730 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (40) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (16) Tj /R26 9.96260 Tf -222.51800 -14.34610 Td (DCGAN) Tj /R86 9.96260 Tf 37.90660 0 Td [ (\050) -0.90181 ] TJ /R92 9.96260 Tf 3.87500 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 3.61484 Td [ (a) -0.70017 (d) -0.70367 (v) -0.39909 ] TJ /R86 9.96260 Tf 15.41600 -3.61484 Td [ (\053) -0.79889 ] TJ /R92 9.96260 Tf 9.96328 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87070 3.61484 Td [ (c) -0.50062 (o) -0.89971 (n) -0.19955 (d) -0.69316 ] TJ /R86 9.96260 Tf 17.06330 -3.61484 Td [ (\051) -0.90181 ] TJ /R98 6.97380 Tf 3.87500 3.61484 Td [ (y) -0.79819 ] TJ /R86 9.96260 Tf 83.03980 -3.61484 Td (5) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76680 0 Td (40) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98125 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76797 0 Td (08) Tj /R26 9.96260 Tf -222.51800 -14.34610 Td (DCGAN) Tj /R86 9.96260 Tf 37.90660 0 Td [ (\050) -0.90181 ] TJ /R92 9.96260 Tf 3.87500 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 3.61523 Td [ (a) -0.70017 (d) -0.70367 (v) -0.39909 ] TJ /R86 9.96260 Tf 15.41600 -3.61523 Td [ (\053) -0.79889 ] TJ /R90 9.96260 Tf 9.96328 0 Td [ (L) -0.60039 ] TJ /R94 6.97380 Tf 6.77969 3.61523 Td [ (c) -0.50062 (o) -0.89971 (n) -0.19955 (d) -0.69316 ] TJ /R86 9.96260 Tf 19.27730 -3.61523 Td [ (\053) -0.80379 ] TJ /R92 9.96260 Tf 9.96289 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 3.61523 Td [ (en) -0.20305 (t) -0.60214 ] TJ /R86 9.96260 Tf 12.21290 -3.61523 Td [ (\051) -0.90181 ] TJ /R98 6.97380 Tf 3.87383 3.61523 Td [ (y) -0.79819 ] TJ /R86 9.96260 Tf 51.87110 -3.61523 Td (7) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (16) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96172 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (10) Tj /R24 9.96260 Tf -222.51800 -14.34610 Td (SGAN\055no\055joint) Tj /R98 6.97380 Tf 64.75590 4.40117 Td [ (y) -0.80169 ] TJ /R24 9.96260 Tf 120.12500 -4.40117 Td (8\05637) Tj /R92 9.96260 Tf 19.64880 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (08) Tj /R24 9.96260 Tf -222.24100 -14.34690 Td (SGAN) Tj /R98 6.97380 Tf 27.67580 4.40195 Td [ (y) -0.80169 ] TJ /R24 9.96260 Tf 157.20500 -4.40195 Td (8\05659) Tj /R92 9.96260 Tf 19.64880 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98203 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (12) Tj ET Q 3088.62000 4743.22000 m 5582.80000 4743.22000 l S q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 314.84000 464.08100 Tm [ (Real) -249.98500 (data) ] TJ /R86 9.96260 Tf 184.88100 0 Td (11) Tj /R90 9.96260 Tf 9.96289 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (24) Tj /R92 9.96260 Tf 12.17700 0 Td [ <06> -0.80379 ] TJ /R86 9.96260 Tf 9.96211 0 Td (0) Tj /R90 9.96260 Tf 4.98164 0 Td [ (\072) -0.80379 ] TJ /R86 9.96260 Tf 2.76719 0 Td (12) Tj /R98 6.97380 Tf -225.50700 -12.64380 Td [ (y) -0.80169 ] TJ /R26 9.96260 Tf 6.97383 -3.61523 Td [ (T) 35.01870 (rained) -249.99300 (with) -250.01500 (labels\056) ] TJ -14.94370 -18.47070 Td [ (T) 79.99160 (able) -303.00600 (1\072) ] TJ /R24 9.96260 Tf 36.78910 0 Td [ (Inception) -302.99800 (Scor) 18.00680 (e) -301.99400 (on) -302.98900 (CIF) 90 (AR\05510\056) ] TJ /R26 9.96260 Tf 134.66000 0 Td [ (SGAN) -302.98400 (and) -301.98400 (SGAN\055) ] TJ -171.44900 -11.95510 Td [ (no\055joint) -249.99700 (outperform) -250.01200 (pre) 25.01300 (vious) -250.00700 (state\055of\055the\055art) -249.98800 (approaches\056) ] TJ /R24 10.95890 Tf 27.30700 TL T* [ (4\0565\056) -250.00400 (Mor) 18.01610 (e) -250 (ablation) -249.98200 (studies) ] TJ /R26 9.96260 Tf 11.95510 -17.93200 Td [ (In) -269.01100 (Sec\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 351.35300 372.15700 Tm (4\0562) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 366.47600 372.15700 Tm [ (we) -269.01600 (ha) 19.99670 (v) 14.98280 (e) -269.01900 (e) 15.01220 (xamined) -268.98900 (the) -267.98500 (ef) 25.00560 (fect) -269.01900 (of) -269.01400 (entrop) 10.01300 (y) -269.00900 (loss\056) ] TJ -57.61370 -11.95590 Td [ (In) -295.98700 (order) -295.01000 (to) -296.01700 (further) -295.00700 (understand) -296.00500 (the) -295 (ef) 25.00560 (fect) -295.99500 (of) -295.01000 (dif) 24.98600 (ferent) -295.99500 (model) ] TJ 11.95510 TL T* [ (components\054) -235.99500 (we) -232.00300 (conduct) -231.98100 (e) 15.01220 (xtensi) 25 (v) 14.98280 (e) -232.00500 (ablation) -232.01000 (studies) -232.00500 (by) -231.99100 (e) 25.01050 (v) 24.98110 (al\055) ] TJ T* [ (uating) -367.01200 (se) 25.01790 (v) 14.98280 (eral) -365.98300 (baseline) -367.02000 (methods) -365.98300 (on) -366.98800 (CIF) 74.01220 (AR\05510) -365.99300 (dataset\056) -659.99300 (If) ] TJ T* [ (not) -389.99600 (mentioned) -390.99600 (otherwise\054) -425.00300 (all) -390.00400 (models) -391.00300 (belo) 24.99090 (w) -390.00800 (use) -390.00800 (the) -390.98400 (same) ] TJ T* [ (training) -250.00700 (h) 4.98446 (yper) 20 (\055parameters) -249.99300 (as) -249.99700 (the) -249.98800 (full) -249.98300 (SGAN) -250.01200 (model\056) ] TJ 3.88594 -18.43120 Td [ (\050a\051) -500.00500 (SGAN\072) -250.00700 (The) -249.99300 (full) -249.98000 (model\054) -250.00700 (as) -249.99700 (described) -249.98800 (in) -249.98800 (Sec\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 506.43000 293.95000 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 9.96260 Tf 1 0 0 1 511.41200 293.95000 Tm (\056) Tj -199.22200 -19.17700 Td [ (\050b\051) -499.99700 (SGAN\055no\055joint\072) -704.01200 (Same) -447.00400 (architecture) -446.97900 (as) -446.98400 (\050a\051\054) -496.98600 (b) 20.00160 (ut) -447.01400 (each) ] TJ 16.59730 -11.95510 Td [ (GAN) -414.00200 (is) -415.01700 (trained) ] TJ /R36 9.96260 Tf 68.27300 0 Td (independently) Tj /R26 9.96260 Tf 55.88980 0 Td [ (\054) -454.97800 (and) -414.98500 (there) -414.00900 (is) -413.99500 (no) -415.01900 <026e616c> ] TJ -124.16300 -11.95590 Td [ (joint) -250.00500 (training) -250.00700 (stage\056) ] TJ -16.03910 -19.17700 Td [ (\050c\051) -500.00500 (DCGAN) -222.01700 (\050) ] TJ /R92 9.96260 Tf 56.98710 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87070 3.61484 Td [ (a) -0.70017 (d) -0.70367 (v) -0.39909 ] TJ /R86 9.96260 Tf 14.38710 -3.61484 Td [ (\053) -0.79889 ] TJ /R92 9.96260 Tf 8.93320 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87188 3.61484 Td [ (c) -0.49712 (o) -0.89621 (n) -0.20305 (d) -0.70017 ] TJ /R86 9.96260 Tf 18.24800 -3.61484 Td [ (\053) -0.80379 ] TJ /R92 9.96260 Tf 8.93281 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87227 3.61484 Td [ (en) -0.20305 (t) -0.60214 ] TJ /R26 9.96260 Tf 12.21170 -3.61484 Td [ (\051\072) -295.98500 (This) -222.01700 (is) -221.98700 (a) ] TJ /R36 9.96260 Tf 44.45700 0 Td (single) Tj /R26 9.96260 Tf 26.01330 0 Td (GAN) Tj -194.74600 -11.95590 Td [ (model) -298.00400 (with) -298.00700 (the) -297.98200 (same) -298.01900 (architecture) -297.98500 (as) -297.99000 (the) -297.98000 (bottom) -297.99000 (GAN) ] TJ 11.95510 TL T* [ (in) -310.01400 (SGAN\054) -310.00200 (e) 15.01220 (xcept) -311 (that) -310.01200 (the) -310.01700 (generator) -309.98300 (is) -310.99200 (condit) 1.00473 (ioned) -310.98700 (on) ] TJ T* [ (labels) -344.00400 (instead) -343.99900 (of) ] TJ /R34 9.96260 Tf 70.05200 0 Td (fc3) Tj /R26 9.96260 Tf 21.36210 0 Td [ (features\056) -593 (Not) 0.99493 (e) -345.00600 (that) -344.00600 (other) -344.01100 (tech\055) ] TJ -91.41410 -11.95510 Td [ (niques) -411.00500 (proposed) -411.00500 (in) -409.99800 (this) -411.00500 (paper) 39.99330 (\054) -450.97900 (including) -410.98500 (conditional) ] TJ (loss) ' /R92 9.96260 Tf 18.76410 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87109 3.61523 Td [ (c) -0.50062 (o) -0.89971 (n) -0.19955 (d) -0.70017 ] TJ /R26 9.96260 Tf 20.32580 -3.61523 Td [ (and) -327 (entrop) 10.01300 (y) -328.01900 (loss) ] TJ /R92 9.96260 Tf 70.00900 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87227 3.61523 Td [ (en) -0.20305 (t) -0.60214 ] TJ /R26 9.96260 Tf 12.21170 -3.61523 Td [ (\054) -346.99600 (are) -327.01400 (still) -327.98900 (emplo) 9.98363 (yed\056) ] TJ -135.05400 -11.95510 Td [ (W) 79.98660 (e) -303.99300 (also) -304.01300 (tried) -304.01500 (to) -304.01500 (use) -303.98100 (the) -303.97900 (full) -304.01300 (generator) ] TJ /R90 9.96260 Tf 156.23700 0 Td [ (G) -0.29897 ] TJ /R26 9.96260 Tf 10.86210 0 Td [ (in) -304.01800 (SGAN) -304.00300 (as) ] TJ -167.09900 -11.95590 Td [ (the) -275.00600 (baseline\054) -280.99200 (instead) -274.01300 (of) -275.01300 (only) -274.98800 (the) -273.98400 (bottom) -275.01300 (generator) ] TJ /R90 9.96260 Tf 201.53200 0 Td [ (G) -0.29897 ] TJ /R88 6.97380 Tf 7.83281 -1.49414 Td [ (0) -0.49712 ] TJ /R26 9.96260 Tf 4.46914 1.49414 Td (\056) Tj -213.83400 -11.95510 Td [ (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -327.98200 (we) -311.99000 (f) 9.99588 (ailed) -312.01700 (to) -312.01700 (mak) 10.01300 (e) -311.99200 (it) -312.01200 (con) 39.99820 (v) 14.98280 (er) 17.98720 (ge\054) -327.98000 (possibly) -312.02100 (be\055) ] TJ (cause) ' /R90 9.96260 Tf 24.69490 0 Td [ (G) -0.29897 ] TJ /R26 9.96260 Tf 10.40000 0 Td [ (is) -257.98400 (too) -256.99900 (deep) -257.99400 (to) -257.98600 (be) -257.99600 (trained) -257.00100 (without) -257.99600 (intermediate) ] TJ -35.09490 -11.95510 Td [ (supervision) -249.99300 (from) -249.98800 (representation) -250.01200 (discriminators\056) ] TJ -16.59690 -19.17810 Td [ (\050d\051) -499.99700 (DCGAN) -220.01700 (\050) ] TJ /R92 9.96260 Tf 57.52580 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87227 3.61484 Td [ (a) -0.70017 (d) -0.70367 (v) -0.39909 ] TJ /R86 9.96260 Tf 14.31870 -3.61484 Td [ (\053) -0.79889 ] TJ /R92 9.96260 Tf 8.86523 0 Td [ (L) -0.70086 ] TJ /R94 6.97380 Tf 6.87188 3.61484 Td [ (c) -0.49712 (o) -0.89621 (n) -0.20305 (d) -0.70017 ] TJ /R26 9.96260 Tf 17.06290 -3.61484 Td [ (\051\072) -295.00500 (Same) -219.98300 (architecture) -221.01700 (as) -220.00300 (\050c\051\054) -226.01100 (b) 20.00160 (ut) ] TJ -94.91990 -11.95510 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TJ 15.43590 -10.95900 Td [ (ceptual) -257.99000 (similarity) -259.01600 (metrics) -258.01500 (based) -258.98700 (on) -257.99400 (deep) -257.98900 (netw) 10 (orks\056) -386.98100 (In) ] TJ /R36 8.96640 Tf 195.16100 0 Td (NIPS) Tj /R26 8.96640 Tf 18.92810 0 Td (\054) Tj -214.08900 -10.95900 Td (2016\056) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 93.43320 459.32600 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 97.91640 459.32600 Tm (\054) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 102.40000 459.32600 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 54.59490 447.92700 Tm [ (\1338\135) -556.01000 (A\056) -241.99400 (Doso) 14.98040 (vitskiy) -243.02200 (and) -242.98300 (T) 74.01220 (\056) -242.98600 (Brox\056) -344.01600 (In) 39.97810 (v) 14.98650 (erting) -242.98100 (visual) -243.00500 (repres) 0.98294 (entations) ] TJ 15.43590 -10.95900 Td [ (with) -250.01400 (con) 40.01690 (v) 19.99650 (olutional) -250.00600 (netw) 10 (orks\056) -360.01400 (In) ] TJ /R36 8.96640 Tf 117.16300 0 Td (CVPR) Tj /R26 8.96640 Tf 22.41600 0 Td [ (\054) -250 (2016\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 237.49600 436.96800 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 54.59490 425.57000 Tm [ (\1339\135) -556.01000 (A\056) -249.00800 (Doso) 14.98040 (vitskiy) 64.98600 (\054) -248.99800 (J\056) -249.99600 (T) 79.98070 (obias) -248.98200 (Springenber) 17.99520 (g\054) -248.99800 (and) -249.99700 (T) 74.01220 (\056) -248.99800 (Brox\056) -358.00200 (Learn\055) ] TJ 15.43590 -10.95900 Td [ (ing) -221 (to) -219.99700 (generate) -221 (chairs) -220 (with) -221 (con) 40.01760 (v) 19.99650 (olutional) -219.98900 (neural) -221.00700 (netw) 10 (orks\056) -296.01600 (In) ] TJ /R36 8.96640 Tf 10.95900 TL (CVPR) ' /R26 8.96640 Tf 22.41600 0 Td [ (\054) -250 (2015\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 120.33200 403.65200 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 392.25200 Tm [ (\13310\135) -556.01000 (V) 128.98800 (\056) -282.02100 (Dumoulin\054) -290.02200 (I\056) -282.99300 (Belghazi\054) -290.01900 (B\056) -283.00900 (Poole\054) -289.98500 (A\056) -282.99000 (Lamb\054) -290.01000 (M\056) -282.01800 (Arjo) 15.01370 (vsk) 14.98920 (y) 65 (\054) ] TJ 19.91870 -10.95900 Td [ (O\056) -243.99800 (Mastropietro\054) -245.02100 (and) -243.98500 (A\056) -245 (Courville\056) -347.01400 (Adv) 15.01920 (ersarially) -244.02100 (learned) -243.98500 (in\055) ] TJ 10.95900 TL T* [ (ference\056) -360.01900 (In) ] TJ /R36 8.96640 Tf 41.55900 0 Td (ICLR) Tj /R26 8.96640 Tf 19.43010 0 Td [ (\054) -250 (2017\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 158.90500 370.33400 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 163.38900 370.33400 Tm (\054) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 167.87200 370.33400 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 358.93600 Tm [ (\13311\135) -556.01000 (I\056) -269.00900 (Durugkar) 39.97810 (\054) -274.00500 (I\056) -270.01000 (Gemp\054) -273.98200 (and) -268.99200 (S\056) -269.97900 (Mahade) 24.99700 (v) 25.00660 (an\056) -422.01600 (Generati) 24.98750 (v) 14.98650 (e) -268.99200 (multi\055) ] TJ 19.91870 -10.95900 Td [ (adv) 15.01030 (ersarial) -249.99700 (netw) 10 (orks\056) -360.01400 (In) ] TJ /R36 8.96640 Tf 89.40310 0 Td (ICLR) Tj /R26 8.96640 Tf 19.43010 0 Td [ (\054) -250 (2017\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 206.75000 347.97700 Tm (7) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 336.57700 Tm [ (\13312\135) -556.01000 (Y) 128.98800 (\056) -200.98900 (Ganin\054) -211.98800 (E\056) -201.99700 (Ustino) 14.99880 (v) 25.00660 (a\054) -211.98700 (H\056) -200.99900 (Ajakan\054) -212.00700 (P) 110.97900 (\056) -201.99100 (Germain\054) -212.01100 (H\056) -201 (Larochelle\054) ] TJ 19.91870 -10.95900 Td [ (F) 80.00450 (\056) -407.01000 (La) 20.01630 (violette\054) -446.00400 (M\056) -407.00600 (Marchand\054) -445.98200 (and) -407.00700 (V) 128.98800 (\056) -408.01200 (L) 0.99656 (empitsk) 14.99740 (y) 65 (\056) -863.00900 (Domain\055) ] TJ 10.95900 TL T* [ (adv) 15.01030 (ersarial) -249.99700 (training) -249.98500 (of) -249.99300 (neural) -250.02200 (netw) 10 (orks\056) ] TJ /R36 8.96640 Tf 144.18700 0 Td (JMLR) Tj /R26 8.96640 Tf 21.91410 0 Td [ (\054) -250 (2016\056) ] TJ -186.02000 -11.39880 Td [ (\13313\135) -556.01000 (L\056) -390.98300 (Gatys\054) -426.97800 (A\056) -390.98700 (S\056) -392.00600 (Eck) 9.99554 (er) 40.00390 (\054) -427.00600 (a) 0.98294 (nd) -392.00200 (M\056) -391.01700 (Bethge\056) -813.01200 (T) 70.00420 (e) 15.01100 (xture) -390.98100 (synthesis) ] TJ 19.91870 -10.95900 Td [ (using) -250.01000 (con) 40.01760 (v) 19.99650 (olutional) -250.00600 (neural) -250.02200 (netw) 10 (orks\056) -360.01400 (In) ] TJ /R36 8.96640 Tf 145.29900 0 Td (NIPS) Tj /R26 8.96640 Tf 18.92770 0 Td [ (\054) -250 (2015\056) ] TJ -184.14600 -11.39880 Td [ (\13314\135) -556.01000 (L\056) -200.99500 (A\056) -202.00100 (Gatys\054) -211.98300 (A\056) -200.99900 (S\056) -202.01700 (Eck) 9.99554 (er) 40.00390 (\054) -212.01100 (and) -201.98800 (M) 1.00609 (\056) -201.99100 (Bethge\056) -255.98500 (Image) -202.01300 (style) -201.00800 (transfer) ] TJ 19.91870 -10.95900 Td [ (using) -250.01000 (con) 40.01760 (v) 19.99650 (olutional) -250.00600 (neural) -250.02200 (netw) 10 (orks\056) -360.01400 (In) ] TJ /R36 8.96640 Tf 145.29900 0 Td (CVPR) Tj /R26 8.96640 Tf 22.41600 0 Td [ (\054) -250 (2016\056) ] TJ -187.63400 -11.39920 Td [ (\13315\135) -556.01000 (J\056) -516.00700 (Gauthier) 54.97960 (\056) -1214.02000 (Conditional) -516.00400 (generati) 24.99700 (v) 14.98650 (e) -517.01000 (adv) 15.01100 (ersarial) -517.01000 (nets) -515.99400 (for) ] TJ 19.91870 -10.95900 Td [ (con) 40.01690 (v) 19.99650 (olutional) -403.00700 (f) 10.00640 (ace) -402.99200 (generation\056) ] TJ /R36 8.96640 Tf 118.54600 0 Td [ (Class) -402.99400 (Pr) 45.00310 (oject) -403 (for) -403.01000 (Stanfor) 37.00880 (d) ] TJ -118.54600 -10.95900 Td [ (CS231N\072) -294.01200 (Con) 40.00530 (volutional) -294.00700 (Neur) 14.98510 (al) -294.01500 (Networks) -295.02000 (for) -294.00900 (V) 74.01220 (isual) -294.00100 (Reco) 10.02000 (g\055) ] TJ T* [ (nition\054) -250.01800 (W) 55.00820 (inter) -250.01900 (semester) ] TJ /R26 8.96640 Tf 82.93830 0 Td [ (\054) -250 (2014\054) -250.00200 (2014\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 203.27100 225.66800 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 214.26900 Tm [ (\13316\135) -556.01000 (M\056) -209.00100 (Germain\054) -217.98000 (K\056) -210.01700 (Gre) 14.98790 (gor) 39.97810 (\054) -217.98000 (I\056) -210.02100 (Murray) 65 (\054) -217.98000 (and) -210.00400 (H\056) -209.01600 (Larochelle\056) -272.99200 (Made\072) ] TJ 19.91870 -10.95940 Td [ (mask) 10.01390 (ed) -364.00800 (autoencoder) -364.98600 (for) -364.01800 (distrib) 20.01290 (ution) -364.01500 (estimation\056) -726.98700 (In) ] TJ /R36 8.96640 Tf 192.66900 0 Td (ICML) Tj /R26 8.96640 Tf 21.41990 0 Td (\054) Tj -214.08900 -10.95900 Td (2015\056) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 93.43320 192.35000 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 180.95200 Tm [ (\13317\135) -556.01000 (I\056) -739.99500 (Goodfello) 24.98070 (w) 64.99010 (\054) -864.01100 (J\056) -740.02000 (Pouget\055Abadie\054) -864.01400 (M\056) -740.02100 (Mirza\054) -864.00600 (B\056) -740.01000 (Xu\054) ] TJ 19.91870 -10.95900 Td [ (D\056) -197.99300 (W) 80.01060 (arde\055F) 14.98240 (arle) 14.98790 (y) 65 (\054) -209.00500 (S\056) -198.00900 (Ozair) 39.98490 (\054) -209.00500 (A\056) -197.99300 (Courville\054) -209 (and) -197.98000 (Y) 128.98600 (\056) -197.98300 (Bengio\056) -247.99300 (Gen\055) ] TJ 10.95900 TL T* [ (erati) 25.01680 (v) 14.98650 (e) -249.99700 (adv) 15.01100 (ersarial) -249.99700 (nets\056) -360.00800 (In) ] TJ /R36 8.96640 Tf 97.34730 0 Td (NIPS) Tj /R26 8.96640 Tf 18.92770 0 Td [ (\054) -250 (2014\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 214.19100 159.03400 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 218.67500 159.03400 Tm (\054) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 223.15800 159.03400 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 227.64100 159.03400 Tm (\054) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 232.12400 159.03400 Tm (3) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 147.63400 Tm [ (\13318\135) -556.01000 (K\056) -588.99300 (Gre) 14.98720 (gor) 39.97810 (\054) -674.98100 (I\056) -588.99600 (Danihelka\054) -674.98600 (A\056) -589.99400 (Gra) 19.99790 (v) 14.98650 (es\054) -673.99200 (D\056) -589.99600 (Rezende\054) -673.99800 (and) ] TJ 19.91870 -10.95900 Td [ (D\056) -351.99700 (W) 40.01760 (ierstra\056) -686.00300 (Dra) 14.98790 (w\072) -513.98500 (A) -351.01600 (recurrent) -352.01100 (neural) -352.00900 (netw) 10 (ork) -351.97900 (for) -351.99200 (image) ] TJ 10.95900 TL T* [ (generation\056) -360.01400 (In) ] TJ /R36 8.96640 Tf 53.02700 0 Td (ICML) Tj /R26 8.96640 Tf 21.42030 0 Td [ (\054) -250 (2015\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 172.36400 125.71600 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 114.31800 Tm [ (\13319\135) -556.01000 (K\056) -249.00800 (Gre) 14.98720 (gor) 39.97810 (\054) -250 (I\056) -249.01200 (Danihelka\054) -250.00600 (A\056) -250.01000 (M) 1.00609 (nih\054) -249.99200 (C\056) -249.98700 (Blundell\054) -249.02000 (and) -249.99700 (D\056) -249.00900 (W) 40.01760 (ier) 20.01560 (\055) ] TJ 19.91870 -10.95900 Td [ (stra\056) -359.97900 (Deep) -249.98200 (autore) 14.98650 (gressi) 24.99160 (v) 14.98650 (e) -249.99700 (netw) 10 (orks\056) -360.01400 (In) ] TJ /R36 8.96640 Tf 141.07600 0 Td (ICML) Tj /R26 8.96640 Tf 21.41990 0 Td [ (\054) -250 (2014\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 260.41300 103.35900 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 91.95940 Tm [ (\13320\135) -556.01000 (S\056) -250.98400 (Gupta\054) -250.97900 (J\056) -250.99800 (Hof) 24.98200 (fman\054) -251.98500 (and) -251 (J\056) -250.99800 (Malik\056) -364.00800 (Cross) -251.01600 (modal) -251.98500 (dis) 1.01562 (tillation) ] TJ 19.91870 -10.95900 Td [ (for) -250.00700 (supervision) -249.98700 (transfer) 55 (\056) -360.00300 (In) ] TJ /R36 8.96640 Tf 98.35120 0 Td (CVPR) Tj /R26 8.96640 Tf 22.41600 0 Td [ (\054) -250 (2016\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 218.68400 81.00040 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 223.16700 81.00040 Tm (\054) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 227.65000 81.00040 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 308.86200 710.03800 Tm [ (\13321\135) -556.01200 (K\056) -249.00900 (He\054) -248.98500 (X\056) -250.01100 (Zhang\054) -248.97900 (S\056) -249.98100 (Ren\054) -249.00400 (and) -250 (J\056) -248.99300 (Sun\056) -358.98500 (Deep) -248.98200 (residual) -249.00400 (learning) ] TJ 19.91870 -10.95780 Td [ (for) -250.00600 (image) -249.99700 (recognition\056) -359.98700 (In) ] TJ /R36 8.96640 Tf 92.87300 0 Td (CVPR) Tj /R26 8.96640 Tf 22.41600 0 Td [ (\054) -250 (2016\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 471.95500 699.08000 Tm (1) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 308.86200 687.91200 Tm [ (\13322\135) -556.01200 (G\056) -345.98600 (E\056) -346.98200 (Hinton\056) -669.00400 (T) 35.02120 (raining) -346.01300 (products) -347.02000 (of) -346.01300 (e) 15.01370 (xperts) -347.02000 (by) -345.99700 (minimizing) ] TJ 19.91870 -10.95900 Td [ (contrasti) 24.98480 (v) 14.98650 (e) -426.00200 (di) 25.01470 (v) 14.98650 (er) 18.00340 (gence\056) ] TJ /R36 8.96640 Tf 92.12730 0 Td [ (Neur) 14.98650 (al) -426.01500 (computation) ] TJ /R26 8.96640 Tf 73.42190 0 Td [ (\054) -470.00600 (14\0508\051\0721771\226) ] TJ -165.54900 -10.95900 Td [ (1800\054) -250.00300 (2002\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 374.59900 665.99400 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 308.86200 654.82700 Tm [ (\13323\135) -556.01200 (G\056) -556.01500 (E\056) -556.00900 (Hinton) -557.01900 (and) -556 (R\056) -555.99300 (R\056) -556.99500 (Salakhutdino) 14.99200 (v) 65 (\056) -1340.01000 (Reducing) -555.99800 (the) ] TJ 19.91870 -10.95900 Td [ (dimensionality) -564.98100 (of) -566.01600 (data) -564.98400 (with) -564.99500 (neural) -566.00200 (netw) 9.99826 (orks\056) ] TJ /R36 8.96640 Tf 186.70600 0 Td (Science) Tj /R26 8.96640 Tf 27.38280 0 Td (\054) Tj -214.08900 -10.95900 Td [ (313\0505786\051\072504\226507\054) -249.98100 (2006\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 427.89500 632.90900 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 308.86200 621.74200 Tm [ (\13324\135) -556.01200 (J\056) -391.01600 (Hof) 24.98200 (fman\054) -426.98700 (D\056) -390.98900 (W) 80.01060 (ang\054) -426.98500 (F) 80.00240 (\056) -391.98000 (Y) 110.99400 (u\054) -427.00600 (and) -391.02100 (T) 74.01220 (\056) -391.98000 (Darrell\056) -812.01000 (Fcns) -391.99600 (in) -390.98900 (the) ] TJ 19.91870 -10.95900 Td [ (wild\072) -699.99300 (Pix) 15.01370 (el\055le) 25.01740 (v) 14.98650 (el) -444.98800 (adv) 15.01100 (ersarial) -444.99400 (and) -444.99900 (constraint\055based) -445.00400 (adapta\055) ] TJ 10.95900 TL (tion\056) ' /R36 8.96640 Tf 19.42110 0 Td (arxiv) Tj /R26 8.96640 Tf 18.42620 0 Td [ (\054) -250 (2016\056) ] TJ -57.76600 -11.16840 Td [ (\13325\135) -556.01200 (P) 110.98000 (\056) -213.01300 (Isola\054) -221.00500 (J\056\055Y) 129 (\056) -213.01300 (Zhu\054) -220.99100 (T) 74.01220 (\056) -213.01300 (Zhou\054) -220.99100 (and) -213.01300 (A\056) -213.98200 (A) 0.99111 (\056) -214.01500 (Efros\056) -281.00200 (Ima) 1.02379 (ge\055to\055image) ] TJ 19.91870 -10.95900 Td [ (translation) -483.97900 (with) -484.00400 (conditional) -484.01700 (adv) 15.00830 (ersarial) -482.98300 (netw) 9.99826 (orks\056) ] TJ /R36 8.96640 Tf 195.66400 0 Td (arxiv) Tj /R26 8.96640 Tf 18.42500 0 Td (\054) Tj -214.08900 -10.95900 Td (2016\056) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 352.18300 566.73800 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 356.66600 566.73800 Tm (\054) Tj ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 361.15000 566.73800 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 308.86200 555.57100 Tm [ (\13326\135) -556.01200 (J\056) -329.98100 (Johnson\054) -350.01800 (A\056) -329.99700 (Alahi\054) -349.99400 (and) -329.98600 (L\056) -329.99200 (Fei\055Fe) 0.99656 (i\056) -616.98400 (Perc) 1.01290 (eptual) -329.98600 (losses) -330.00300 (for) ] TJ 19.91870 -10.95900 Td [ (real\055time) -206.98500 (style) -208.02200 (transfer) -207.00400 (and) -207.00100 (super) 20.01290 (\055resolution\056) -268.00900 (In) ] TJ /R36 8.96640 Tf 169.13700 0 Td (ECCV) Tj /R26 8.96640 Tf 22.91800 0 Td [ (\054) -207.00100 (2016\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 328.78100 533.65300 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 308.86200 522.48600 Tm [ (\13327\135) -556.01200 (D\056) -258.98600 (P) 110.98000 (\056) -259.01800 (Kingma\054) -260.99000 (S\056) -259 (Mohamed\054) -262.00800 (D\056) -258.98600 (J\056) -259.01300 (Rezende\054) -260.99500 (and) -259.01800 (M\056) -259.01300 (W) 80.00790 (elling\056) ] TJ 19.91870 -10.95900 Td [ (Semi\055supervised) -348.99200 (learning) -348.99200 (with) -348.99700 (deep) -348.99700 (generat) 0.98567 (i) 25.01740 (v) 14.98650 (e) -349.01900 (models\056) -676.98500 (In) ] TJ /R36 8.96640 Tf 10.95900 TL (NIPS) ' /R26 8.96640 Tf 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(J\056) -323.01200 (Lu\054) -343.01800 (C\056) -323.00200 (F) 15.00420 (ang\054) -342.98800 (F) 80.00380 (\056) -323.01600 (Y) 110.99500 (u\054) -343.01200 (and) -324.01500 (J\056) -323.01000 (Hays\056) -596.02100 (Scribbler\072) ] TJ 19.91870 -10.95900 Td [ (Controlling) -304.00900 (deep) -304.99600 (image) -304.02000 (synthesis) -304.99100 (with) -303.99100 (sk) 9.97920 (etch) -304.98800 (and) -304.01900 (color) 54.99860 (\056) -535.00500 (In) ] TJ /R36 8.96640 Tf 10.95900 TL (CVPR) ' /R26 8.96640 Tf 22.41600 0 Td [ (\054) -250 (2017\056) ] TJ ET Q 1 0 0 rg q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 120.33200 310.40500 Tm (4) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R26 8.96640 Tf 1 0 0 1 50.11210 297.98500 Tm [ (\13355\135) -556.01000 (A\056) -324.98600 (Sharif) -326.02000 (Raza) 19.99650 (vian\054) -344.98400 (H\056) -325.98800 (Azizpour) 39.98350 (\054) -345.01600 (J\056) -326.01800 (Sulli) 25.00660 (v) 25.00660 (an\054) -344.99200 (and) -326.01900 (S\056) -325 (Carls\055) ] TJ 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