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

Protection against Cloning for Deep Learning

Authors: Richard Kenway | Published: 2018-03-29
モデル抽出攻撃の検知
敵対的攻撃
深層ネットワークの堅牢性

Defending against Adversarial Images using Basis Functions Transformations

Authors: Uri Shaham, James Garritano, Yutaro Yamada, Ethan Weinberger, Alex Cloninger, Xiuyuan Cheng, Kelly Stanton, Yuval Kluger | Published: 2018-03-28 | Updated: 2018-04-16
ウォーターマーキング
モデルの頑健性保証
敵対的攻撃

Bypassing Feature Squeezing by Increasing Adversary Strength

Authors: Yash Sharma, Pin-Yu Chen | Published: 2018-03-27
実験的検証
敵対的学習
敵対的攻撃

The Hidden Vulnerability of Distributed Learning in Byzantium

Authors: El Mahdi El Mhamdi, Rachid Guerraoui, Sébastien Rouault | Published: 2018-02-22 | Updated: 2018-07-17
ポイズニング
敵対的攻撃
機械学習手法

Attack Strength vs. Detectability Dilemma in Adversarial Machine Learning

Authors: Christopher Frederickson, Michael Moore, Glenn Dawson, Robi Polikar | Published: 2018-02-20
ポイズニング
敵対的サンプルの検知
敵対的攻撃

Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression

Authors: Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Fred Hohman, Siwei Li, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2018-02-19
モデルの頑健性保証
敵対的攻撃
機械学習手法

Are Generative Classifiers More Robust to Adversarial Attacks?

Authors: Yingzhen Li, John Bradshaw, Yash Sharma | Published: 2018-02-19 | Updated: 2019-05-27
ロバスト性評価
敵対的学習
敵対的攻撃

Adversarial Risk and the Dangers of Evaluating Against Weak Attacks

Authors: Jonathan Uesato, Brendan O'Donoghue, Aaron van den Oord, Pushmeet Kohli | Published: 2018-02-15 | Updated: 2018-06-12
対抗的学習
敵対的学習
敵対的攻撃