Generalised Lipschitz Regularisation Equals Distributional Robustness

Zac Cranko, Zhan Shi, Xinhua Zhang, Richard Nock, Simon Kornblith

Abstract: The problem of adversarial examples has highlighted the need for a theory of regularisation that is general enough to apply to exotic function classes, such as universal approximators. In response,...