2 papers
cs.LG2020
Torchattacks: A PyTorch Repository for Adversarial Attacks
Hoki Kim
Torchattacks is a PyTorch library that contains adversarial attacks to generate adversarial examples and to verify the robustness of deep learning models. The code can be found at…
cs.LG2020
Understanding Catastrophic Overfitting in Single-step Adversarial Training
Hoki Kim, Woojin Lee, Jaewook Lee
Although fast adversarial training has demonstrated both robustness and efficiency, the problem of "catastrophic overfitting" has been observed. This is a phenomenon in which, duri…