敵対的攻撃

Gradient Band-based Adversarial Training for Generalized Attack Immunity of A3C Path Finding

Authors: Tong Chen, Wenjia Niu, Yingxiao Xiang, Xiaoxuan Bai, Jiqiang Liu, Zhen Han, Gang Li | Published: 2018-07-18
ポイズニング
敵対的学習
敵対的攻撃

Motivating the Rules of the Game for Adversarial Example Research

Authors: Justin Gilmer, Ryan P. Adams, Ian Goodfellow, David Andersen, George E. Dahl | Published: 2018-07-18 | Updated: 2018-07-20
モデルの頑健性保証
敵対的サンプル
敵対的攻撃

Online Robust Policy Learning in the Presence of Unknown Adversaries

Authors: Aaron J. Havens, Zhanhong Jiang, Soumik Sarkar | Published: 2018-07-16
ポリシーエンジニアリング
ロバスト性に関する評価
敵対的攻撃

Query-Efficient Hard-label Black-box Attack:An Optimization-based Approach

Authors: Minhao Cheng, Thong Le, Pin-Yu Chen, Jinfeng Yi, Huan Zhang, Cho-Jui Hsieh | Published: 2018-07-12
モデル評価
敵対的攻撃
暗号化技術

Deep Learning for Launching and Mitigating Wireless Jamming Attacks

Authors: Tugba Erpek, Yalin E. Sagduyu, Yi Shi | Published: 2018-07-03 | Updated: 2018-12-13
トレーニングデータ生成
敵対的攻撃
防御手法

On the Robustness of the CVPR 2018 White-Box Adversarial Example Defenses

Authors: Anish Athalye, Nicholas Carlini | Published: 2018-04-10
モデルの頑健性保証
敵対的攻撃
透かし

Adversarial Training Versus Weight Decay

Authors: Angus Galloway, Thomas Tanay, Graham W. Taylor | Published: 2018-04-10 | Updated: 2018-07-23
モデルの頑健性保証
敵対的学習
敵対的攻撃

An ADMM-Based Universal Framework for Adversarial Attacks on Deep Neural Networks

Authors: Pu Zhao, Sijia Liu, Yanzhi Wang, Xue Lin | Published: 2018-04-09
バックドアモデルの検知
敵対的サンプル
敵対的攻撃

Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations

Authors: Alex Lamb, Jonathan Binas, Anirudh Goyal, Dmitriy Serdyuk, Sandeep Subramanian, Ioannis Mitliagkas, Yoshua Bengio | Published: 2018-04-07
モデルの頑健性保証
敵対的攻撃
深層ネットワークの堅牢性

Adversarial Attacks and Defences Competition

Authors: Alexey Kurakin, Ian Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang, Jun Zhu, Xiaolin Hu, Cihang Xie, Jianyu Wang, Zhishuai Zhang, Zhou Ren, Alan Yuille, Sangxia Huang, Yao Zhao, Yuzhe Zhao, Zhonglin Han, Junjiajia Long, Yerkebulan Berdibekov, Takuya Akiba, Seiya Tokui, Motoki Abe | Published: 2018-03-31
モデルの頑健性保証
敵対的攻撃
深層ネットワークの堅牢性