Shruthi Gowda

Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training

Adversarial training improves the robustness of neural networks against adversarial attacks, albeit at the expense of the trade-off between standard and robust generalization. To unveil the underlying factors driving this phenomenon, we examine the layer-wise learning capabilities of neural networks…