25 citations · 65 across the 12 of their papers we have counts for
Showing 2021Show all
2 papers · 1 filter
cs.LG2021★ 6 cited
Shift Invariance Can Reduce Adversarial Robustness
Songwei Ge, Vasu Singla, Ronen Basri +1
Shift invariance is a critical property of CNNs that improves performance on classification. However, we show that invariance to circular shifts can also lead to greater sensitivit…
cs.LG2021
Low Curvature Activations Reduce Overfitting in Adversarial Training
Vasu Singla, Sahil Singla, David Jacobs +1
Adversarial training is one of the most effective defenses against adversarial attacks. Previous works suggest that overfitting is a dominant phenomenon in adversarial training lea…