Peter Tu

Adversarial Purification with the Manifold Hypothesis

2024 · Proceedings of the AAAI Conference on Artificial Intelligence

In this work, we formulate a novel framework for adversarial robustness using the manifold hypothesis. This framework provides sufficient conditions for defending against adversarial examples. We develop an adversarial purification method with this framework. Our …