Adversarial Vulnerability as a Consequence of On-Manifold Inseparibility

Rajdeep Haldar, Yue Xing, Qifan Song +1

Recent works have shown theoretically and empirically that redundant data dimensions are a source of adversarial vulnerability. However, the inverse doesn't seem to hold in practic…