Certified Adversarial Robustness with Additive Noise

Bai Li, Changyou Chen, Wenlin Wang, Lawrence Carin

Neural Information Processing Systems 

Although a significant body of work on developing defensive models has been considered, most such models are heuristic and are often vulnerable to adaptive attacks.

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