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cs.LG2022★ 2 cited
Poisons that are learned faster are more effective
Pedro Sandoval-Segura, Vasu Singla, Liam Fowl +4
Imperceptible poisoning attacks on entire datasets have recently been touted as methods for protecting data privacy. However, among a number of defenses preventing the practical us…
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…