Robustness Certificates Against Adversarial Examples for ReLU Networks

1 Feb 2019 Sahil Singla Soheil Feizi

While neural networks have achieved high performance in different learning tasks, their accuracy drops significantly in the presence of small adversarial perturbations to inputs. Defenses based on regularization and adversarial training are often followed by new attacks to defeat them... (read more)

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