Certifiably Robust Variational Autoencoders

Ben Barrett, Alexander Camuto, Matthew Willetts +1

We introduce an approach for training Variational Autoencoders (VAEs) that are certifiably robust to adversarial attack. Specifically, we first derive actionable bounds on the mini…