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200304 A Closer Look at Accuracy vs. Robustness.md

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https://arxiv.org/abs/2003.02460

A Closer Look at Accuracy vs. Robustness (Yao-Yuan Yang, Cyrus Rashtchian, Hongyang Zhang, Ruslan Salakhutdinov, Kamalika Chaudhuri)

Adversarial Robustness Through Local Lipschitzness (Yao-Yuan Yang, Cyrus Rashtchian, Hongyang Zhang, Ruslan Salakhutdinov, Kamalika Chaudhuri)

local lipschitz condition, 즉 x 중심의 ball에 대해 lipschitz 조건을 만족하는 함수라는 조건을 통해 성능과 강인함을 동시에 만족하는 모델을 만들 수 있다는 제안.

#robustness #adversarial_training