敵対的サンプル

Evaluating Ensemble Robustness Against Adversarial Attacks

Authors: George Adam, Romain Speciel | Published: 2020-05-12
ロバスト性向上手法
多様性の促進
敵対的サンプル

Towards Robustness against Unsuspicious Adversarial Examples

Authors: Liang Tong, Minzhe Guo, Atul Prakash, Yevgeniy Vorobeychik | Published: 2020-05-08 | Updated: 2020-10-08
ロバスト性向上手法
敵対的サンプル
敵対的訓練

Towards Frequency-Based Explanation for Robust CNN

Authors: Zifan Wang, Yilin Yang, Ankit Shrivastava, Varun Rawal, Zihao Ding | Published: 2020-05-06
ロバスト性向上手法
周波数成分分析
敵対的サンプル

Adversarial Training against Location-Optimized Adversarial Patches

Authors: Sukrut Rao, David Stutz, Bernt Schiele | Published: 2020-05-05 | Updated: 2020-12-14
ロバスト性向上手法
敵対的サンプル
最適化戦略

Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware?

Authors: Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli | Published: 2020-05-04 | Updated: 2021-05-27
ポイズニング
マルウェア分類
敵対的サンプル

Robust Deep Learning as Optimal Control: Insights and Convergence Guarantees

Authors: Jacob H. Seidman, Mahyar Fazlyab, Victor M. Preciado, George J. Pappas | Published: 2020-05-01
アルゴリズム
敵対的サンプル
最適化戦略

Improved Image Wasserstein Attacks and Defenses

Authors: Edward J. Hu, Adith Swaminathan, Hadi Salman, Greg Yang | Published: 2020-04-26 | Updated: 2023-05-09
ロバスト性分析
敵対的サンプル
敵対的攻撃手法

Adversarial Attacks and Defenses: An Interpretation Perspective

Authors: Ninghao Liu, Mengnan Du, Ruocheng Guo, Huan Liu, Xia Hu | Published: 2020-04-23 | Updated: 2020-10-07
ポイズニング
敵対的サンプル
敵対的攻撃手法

Adversarial Machine Learning in Network Intrusion Detection Systems

Authors: Elie Alhajjar, Paul Maxwell, Nathaniel D. Bastian | Published: 2020-04-23
敵対的サンプル
敵対的攻撃手法
機械学習

Certifying Joint Adversarial Robustness for Model Ensembles

Authors: Mainuddin Ahmad Jonas, David Evans | Published: 2020-04-21
モデルアンサンブル
堅牢性向上手法
敵対的サンプル