敵対的移転性

PAC-learning in the presence of evasion adversaries

Authors: Daniel Cullina, Arjun Nitin Bhagoji, Prateek Mittal | Published: 2018-06-05 | Updated: 2018-06-06
モデルの頑健性保証
損失関数
敵対的移転性

Sufficient Conditions for Idealised Models to Have No Adversarial Examples: a Theoretical and Empirical Study with Bayesian Neural Networks

Authors: Yarin Gal, Lewis Smith | Published: 2018-06-02 | Updated: 2018-06-28
ラベル不確実性
敵対的サンプル
敵対的移転性

Detecting Adversarial Examples via Key-based Network

Authors: Pinlong Zhao, Zhouyu Fu, Ou wu, Qinghua Hu, Jun Wang | Published: 2018-06-02
敵対的学習
敵対的移転性
透かし評価

Sequential Attacks on Agents for Long-Term Adversarial Goals

Authors: Edgar Tretschk, Seong Joon Oh, Mario Fritz | Published: 2018-05-31 | Updated: 2018-07-05
モデルの頑健性保証
強化学習
敵対的移転性

Greedy Attack and Gumbel Attack: Generating Adversarial Examples for Discrete Data

Authors: Puyudi Yang, Jianbo Chen, Cho-Jui Hsieh, Jane-Ling Wang, Michael I. Jordan | Published: 2018-05-31
敵対的移転性
特徴重要度分析
透かし評価

ADAGIO: Interactive Experimentation with Adversarial Attack and Defense for Audio

Authors: Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2018-05-30
敵対的移転性
透かし評価