Achieving Domain-Independent Certified Robustness via Knowledge Continuity

Alan Sun, Chiyu Ma, Kenneth Ge +1

We present knowledge continuity, a novel definition inspired by Lipschitz continuity which aims to certify the robustness of neural networks across input domains (such as continuou…