Improving Adversarial Robustness via Channel-wise Activation Suppressing (ICLR2021)

This is the official Pytorch implementation of CAS.

Training

1. Train AT+CAS

   python ./Standard_Adv_Training/train.py --gpu 0 --adv_train --affix AT_CAS
   

2. Train Trades+CAS

   python ./Trades/train_trades_cifar10_cas.py
   

3. Train MART+CAS

   python ./MART/train_mart_cas.py
   

Test

Specify the checkpoint path as argument

python ./Trades/pgd_attack_cifar10_cas.py --model_path xxx