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Taxonomy Of Local Attention

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node
Classification		 Link
Prediction		 Graph
Classification		 Graph
Regression
FAGCN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
GATv2[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
HGCN[Link] ✓ ✓ ✓ ✓ ✓ ✓
PPRGAT[Link] ✓ ✓ ✓ ✓ ✓
ACEHGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
hGAO[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
PMP-GAT[Link] ✓ ✓ ✓ ✓ ✓ ✓
SATs[Link] ✓ ✓ ✓ ✓ ✓
U-GCN[Link] ✓ ✓ ✓ ✓ ✓
SuperGAT[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
GeniePath[Link] ✓ ✓ ✓ ✓ ✓ ✓
UGformer[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
HA-GNN[Link] ✓ ✓ ✓ ✓ ✓
GAT[Link] ✓ ✓ ✓ ✓ ✓
C-GAT[Link] ✓ ✓ ✓ ✓ ✓
[Link] ✓ ✓ ✓ ✓ ✓
RFA-GNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
SAGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
DMP[Link] ✓ ✓ ✓ ✓ ✓
𝜅HGCN[Link] ✓ ✓ ✓ ✓ ✓ ✓
FactorGCN[Link] ✓ ✓ ✓ ✓ ✓
CDP-GA[Link] ✓ ✓ ✓ ✓ ✓
SGAT[Link] ✓ ✓ ✓ ✓ ✓
GMKEA[Link] ✓ ✓ ✓ ✓ ✓
CPA[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
HAT[Link] ✓ ✓ ✓ ✓ ✓

TAXONOMY OF HIGH-ORDER ATTENTION

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node
Classification		 Node
cluster		 Link
Prediction		 Graph
Classification
DMG[Link] ✓ ✓ ✓ ✓ ✓ ✓
NAGphormer[Link] ✓ ✓ ✓ ✓ ✓
HopGNN[Link] ✓ ✓ ✓ ✓ ✓
RAW-GNN[Link] ✓ ✓ ✓ ✓ ✓
U-GCN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
AERO-GNN[Link] ✓ ✓ ✓ ✓ ✓
NLGAT[Link] ✓ ✓ ✓ ✓ ✓
GeniePath[Link] ✓ ✓ ✓ ✓ ✓ ✓
TGCA[Link] ✓ ✓ ✓ ✓ ✓
MSAD-GNN[Link] ✓ ✓ ✓ ✓ ✓
NAAM[Link] ✓ ✓ ✓ ✓ ✓
ASLAM[Link] ✓ ✓ ✓ ✓ ✓
AGDN[Link] ✓ ✓ ✓ ✓ ✓ ✓
WRGNN[Link] ✓ ✓ ✓ ✓ ✓
DAEGC[Link] ✓ ✓ ✓ ✓ ✓
MAGNA[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
SNAN[Link] ✓ ✓ ✓ ✓ ✓
NodeFormer[Link] ✓ ✓ ✓ ✓ ✓
SAGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
GraphTrans[Link] ✓ ✓ ✓ ✓ ✓
SPAGAN[Link] ✓ ✓ ✓ ✓ ✓
Graph-Bert[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓

TAXONOMY OF MULTI-VIEW ATTENTION

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node
Classification		 Edge
Classification		 Link
Prediction		 Graph
Classification		 Graph
Regression		 Other
Graph Transformer[Link] ✓ ✓ ✓ ✓ ✓ ✓
LiteGT[Link] ✓ ✓ ✓ ✓ ✓ ✓
SAT[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
NAGphormer[Link] ✓ ✓ ✓ ✓ ✓
PPRGAT[Link] ✓ ✓ ✓ ✓ ✓
DET[Link] ✓ ✓ ✓ ✓ ✓
CAT[Link] ✓ ✓ ✓ ✓ ✓
EGT[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
U-GCN[Link] ✓ ✓ ✓ ✓ ✓
GOAT[Link] ✓ ✓ ✓ ✓ ✓
SAN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
INFMCS[Link] ✓ ✓ ✓ ✓ ✓ ✓
AERO-GNN[Link] ✓ ✓ ✓ ✓ ✓
GraphHAM[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
Gradformer[Link] ✓ ✓ ✓ ✓ ✓ ✓
MWGNN[Link] ✓ ✓ ✓ ✓ ✓
GraphiT[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
NI-CTR[Link] ✓ ✓ ✓ ✓ ✓ ✓
Deformable GCN[Link] ✓ ✓ ✓ ✓ ✓
GPRE[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
TWC-GNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
ExGAT[Link] ✓ ✓ ✓ ✓ ✓ ✓
GTAT[Link] ✓ ✓ ✓ ✓ ✓
AM-GCN[Link] ✓ ✓ ✓ ✓ ✓ ✓
Graphormer[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
MV-GCN[Link] ✓ ✓ ✓ ✓ ✓ ✓
Graph-Bert[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
ANS-GT[Link] ✓ ✓ ✓ ✓ ✓ ✓
Gophormer[Link] ✓ ✓ ✓ ✓ ✓
DCAT[Link] ✓ ✓ ✓ ✓ ✓
AnchorGT[Link] ✓ ✓ ✓ ✓ ✓ ✓

TAXONOMY OF HOMOGENEOUS GRAPH ATTENTION

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node Classification Edge Classification Graph Classification Graph Regression Other
MemGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
ESA[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
E-ResGAT[Link] ✓ ✓ ✓ ✓ ✓
[Link] ✓ ✓ ✓ ✓ ✓
EGAT[Link] ✓ ✓ ✓ ✓ ✓
Graph Transformer[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
EATSA-GNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
EGT[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
TokenGT[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
SAN[Link] ✓ ✓ ✓ ✓ ✓ ✓
UniMP[Link] ✓ ✓ ✓ ✓ ✓
Graphormer[Link] ✓ ✓ ✓ ✓ ✓ ✓

TAXONOMY OF HETEROGENEOUS GRAPH ATTENTION

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node
Classification		 Node
cluster		 Edge
Classification		 Link
Prediction		 Graph
Classification		 Graph
Regression		 Other
Graph Transformer[Link] ✓ ✓ ✓ ✓ ✓ ✓
CGAT[Link] ✓ ✓ ✓ ✓ ✓ ✓
GATNE[Link] ✓ ✓ ✓ ✓ ✓ ✓
MAGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
HetSANN[Link] ✓ ✓ ✓ ✓ ✓
HGT[Link] ✓ ✓ ✓ ✓ ✓ ✓
HGNN-AC[Link] ✓ ✓ ✓ ✓ ✓
HG-former[Link] ✓ ✓ ✓ ✓ ✓ ✓
HGAT[Link] ✓ ✓ ✓ ✓ ✓ ✓
Simple-HGN[Link] ✓ ✓ ✓ ✓ ✓ ✓
PSHGAN[Link] ✓ ✓ ✓ ✓ ✓
NI-CTR[Link] ✓ ✓ ✓ ✓ ✓ ✓
RelGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
EAGCN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
HAN[Link] ✓ ✓ ✓ ✓ ✓ ✓
HetGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
CL-GNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓

TAXONOMY OF KNOWLEDGE GRAPH ATTENTION

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node
Classification		 Link
Prediction		 Graph
Classification		 Other
RGAT[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
MuGNN[Link] ✓ ✓ ✓ ✓ ✓
MRGAT[Link] ✓ ✓ ✓ ✓ ✓
CAGNN[Link] ✓ ✓ ✓ ✓ ✓
HRAN[Link] ✓ ✓ ✓ ✓ ✓
ED-GAT[Link] ✓ ✓ ✓ ✓ ✓
[Link] ✓ ✓ ✓ ✓ ✓
AliNet[Link] ✓ ✓ ✓ ✓ ✓
MAGNA[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
KGAT[Link] ✓ ✓ ✓ ✓ ✓ ✓
GATH[Link] ✓ ✓ ✓ ✓ ✓
DisenKGAT[Link] ✓ ✓ ✓ ✓ ✓
RDGCN[Link] ✓ ✓ ✓ ✓ ✓
RGHAT[Link] ✓ ✓ ✓ ✓ ✓

TAXONOMY OF GRAPH POOLING

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node
Classification		 Node
Cluster		 Graph
Classification		 Graph
Regression		 Graph
Similarity
MemGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
GMT[Link] ✓ ✓ ✓ ✓ ✓ ✓
MSNA[Link] ✓ ✓ ✓ ✓ ✓ ✓
ESA[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
RGCNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
StructSa[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
LookHops[Link] ✓ ✓ ✓ ✓ ✓ ✓
AttPool[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
GOAT[Link] ✓ ✓ ✓ ✓ ✓
SAGPool[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
HGPSACA[Link] ✓ ✓ ✓ ✓ ✓ ✓
Gapformer[Link] ✓ ✓ ✓ ✓ ✓
SMIP[Link] ✓ ✓ ✓ ✓ ✓ ✓
HAP[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
ABDPool[Link] ✓ ✓ ✓ ✓ ✓ ✓
LaPool[Link] ✓ ✓ ✓ ✓ ✓ ✓
CGIPool[Link] ✓ ✓ ✓ ✓ ✓ ✓
AGCN[Link] ✓ ✓ ✓ ✓ ✓
ASAP[Link] ✓ ✓ ✓ ✓ ✓ ✓
DAEGC[Link] ✓ ✓ ✓ ✓ ✓ ✓
GMAPS[Link] ✓ ✓ ✓ ✓ ✓ ✓
SoPool[Link] ✓ ✓ ✓ ✓ ✓ ✓
GraphTrans[Link] ✓ ✓ ✓ ✓ ✓ ✓
AGCN[Link] ✓ ✓ ✓ ✓ ✓ ✓
GMCAP[Link] ✓ ✓ ✓ ✓ ✓ ✓
MAC[Link] ✓ ✓ ✓ ✓ ✓ ✓
StructPool[Link] ✓ ✓ ✓ ✓ ✓ ✓
GSAPool[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
HGP-SL[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
ENADPool[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓

TAXONOMY OF GRAPH SIMILARITY

Graph Embedding Scope Head Task
Model Homogeneous Heterogeneous Node Edge Graph Neighbor Multi-Hop Single Multi Node
Classification		 Link
Prediction		 Graph
Classification		 Graph
Regression		 Graph
Similarity
DDGK[Link] ✓ ✓ ✓ ✓ ✓ ✓
SimGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
MSNA[Link] ✓ ✓ ✓ ✓ ✓ ✓
LiteGT[Link] ✓ ✓ ✓ ✓ ✓ ✓
AMNS[Link] ✓ ✓ ✓ ✓ ✓ ✓
DET[Link] ✓ ✓ ✓ ✓ ✓ ✓
G-Guard[Link] ✓ ✓ ✓ ✓ ✓ ✓
GCAN[Link] ✓ ✓ ✓ ✓ ✓ ✓
TANGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
INFMCS[Link] ✓ ✓ ✓ ✓ ✓ ✓
GMN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
MGMN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
DeepSIM[Link] ✓ ✓ ✓ ✓ ✓ ✓
NA-GSL[Link] ✓ ✓ ✓ ✓ ✓
AGNN[Link] ✓ ✓ ✓ ✓ ✓
[Link] ✓ ✓ ✓ ✓ ✓ ✓
MSF-GCN[Link] ✓ ✓ ✓ ✓ ✓ ✓
CoSimGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓ ✓
PSimGNN[Link] ✓ ✓ ✓ ✓ ✓ ✓
SiGAT[Link] ✓ ✓ ✓ ✓ ✓
CDP-GA[Link] ✓ ✓ ✓ ✓ ✓
ADSF[Link] ✓ ✓ ✓ ✓ ✓ ✓
ANS-GT[Link] ✓ ✓ ✓ ✓ ✓ ✓

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