GAIRAT-pytorch

This repo. is the implementation of "GEOMETRY-AWARE INSTANCE-REWEIGHTED ADVERSARIAL TRAINING" proposed by J. Zhang et al. on ICLR 2021.
paper link: https://arxiv.org/abs/2010.01736
official code: https://github.com/zjfheart/Geometry-aware-Instance-reweighted-Adversarial-Training

Implementation results

• CIFAR-10

WideResNet34-10

	Clean	PGD20 (non-restart)	PGD20 (5restart)
Best	83.69	54.98	55.00
Last	84.07	52.33	52.36

ResNet18

	Clean	PGD20 (non-restart)	PGD20 (5restart)
Best	66.82	53.69	53.73
Last	65.07	52.05	52.14