適応型敵対的訓練

Transfer of Adversarial Robustness Between Perturbation Types

Authors: Daniel Kang, Yi Sun, Tom Brown, Dan Hendrycks, Jacob Steinhardt | Published: 2019-05-03
敵対的サンプル
敵対的攻撃検出
適応型敵対的訓練

You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle

Authors: Dinghuai Zhang, Tianyuan Zhang, Yiping Lu, Zhanxing Zhu, Bin Dong | Published: 2019-05-02 | Updated: 2019-11-01
最適化アルゴリズムの選択と評価
機械学習
適応型敵対的訓練

Adversarial Training for Free!

Authors: Ali Shafahi, Mahyar Najibi, Amin Ghiasi, Zheng Xu, John Dickerson, Christoph Studer, Larry S. Davis, Gavin Taylor, Tom Goldstein | Published: 2019-04-29 | Updated: 2019-11-20
ポイズニング
敵対的サンプル
適応型敵対的訓練