防御メカニズム

Systematic Attack Surface Reduction For Deployed Sentiment Analysis Models

Authors: Josh Kalin, David Noever, Gerry Dozier | Published: 2020-06-19
攻撃手法
敵対的学習
防御メカニズム

Beware the Black-Box: on the Robustness of Recent Defenses to Adversarial Examples

Authors: Kaleel Mahmood, Deniz Gurevin, Marten van Dijk, Phuong Ha Nguyen | Published: 2020-06-18 | Updated: 2021-05-20
敵対的サンプル
敵対的攻撃
防御メカニズム

Adversarial Training is a Form of Data-dependent Operator Norm Regularization

Authors: Kevin Roth, Yannic Kilcher, Thomas Hofmann | Published: 2019-06-04 | Updated: 2020-10-23
敵対的訓練
深層学習技術
防御メカニズム

Unrestricted Adversarial Examples

Authors: Tom B. Brown, Nicholas Carlini, Chiyuan Zhang, Catherine Olsson, Paul Christiano, Ian Goodfellow | Published: 2018-09-22
ロバスト性向上手法
敵対的攻撃手法
防御メカニズム

Keeping the Bad Guys Out: Protecting and Vaccinating Deep Learning with JPEG Compression

Authors: Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Fred Hohman, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2017-05-08
モデルの堅牢性
モデルの頑健性保証
防御メカニズム

Fraternal Twins: Unifying Attacks on Machine Learning and Digital Watermarking

Authors: Erwin Quiring, Daniel Arp, Konrad Rieck | Published: 2017-03-16
バックドア攻撃
攻撃パターン抽出
防御メカニズム

Tactics of Adversarial Attack on Deep Reinforcement Learning Agents

Authors: Yen-Chen Lin, Zhang-Wei Hong, Yuan-Hong Liao, Meng-Li Shih, Ming-Yu Liu, Min Sun | Published: 2017-03-08 | Updated: 2019-11-13
攻撃パターン抽出
敵対的サンプル
防御メカニズム