Achieving Robustness in the Wild via Adversarial Mixing with Disentangled Representations

Sven Gowal, Chongli Qin, Po-Sen Huang +4

Recent research has made the surprising finding that state-of-the-art deep learning models sometimes fail to generalize to small variations of the input. Adversarial training has b…