To run the program, please

[1] Clone the code of https://github.com/locuslab/robust_overfitting , replace utils.py 
[2] Download the generated data set from https://github.com/deepmind/deepmind-research/tree/master/adversarial_robustness , save in tmp/
[3] Run 

python train_cifar_gowal.py --fname tmp/gowal/ --epsilon 8 --weight-true $w 

