Authors: Tomonari Tanaka, Hiroyuki Hanada, Hanting Yang, Aoyama Tatsuya, Yu Inatsu, Akahane Satoshi, Yoshito Okura, Noriaki Hashimoto, Taro Murayama, Hanju Lee, Shinya Kojima, Ichiro Takeuchi

Transactions on Machine Learning Research, to appear

URL: https://openreview.net/forum?id=Eu7XMLJqsC

Programs are implemented in Python.

The following packages can be installed via pip or conda:

• numpy
• scipy
• scikit-learn
• matplotlib
• cvxpy
• pytorch (required only when we specify cifar10 as a dataset)
• torchvision (required only when we specify cifar10 as a dataset)

The following package can be installed by compiling with C++ compiler (gcc, g++ and make are required) and then via pip:

• liblinear-weighted-kernelized (a modification of LIBLINEAR with weights for data instances for kernel models); see source folder and the file README.md in it for installation.

Run the followings:

• ./experiment_drcs.sh: Model performance of DRCS

All programs are written by the authors.

Dataset files are retrieved from "LIBSVM Data" by Rong-En Fan (National Taiwan University). https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/