Bayesian Inference with Certifiable Adversarial Robustness

1 code implementation • 10 Feb 2021 • Matthew Wicker, Luca Laurenti, Andrea Patane, Zhoutong Chen, Zheng Zhang, Marta Kwiatkowska

We consider adversarial training of deep neural networks through the lens of Bayesian learning, and present a principled framework for adversarial training of Bayesian Neural Networks (BNNs) with certifiable guarantees.

Adversarial Robustness Bayesian Inference