敵対的攻撃手法

Playing it Safe: Adversarial Robustness with an Abstain Option

Authors: Cassidy Laidlaw, Soheil Feizi | Published: 2019-11-25
対抗的学習
敵対的サンプル
敵対的攻撃手法

One Man’s Trash is Another Man’s Treasure: Resisting Adversarial Examples by Adversarial Examples

Authors: Chang Xiao, Changxi Zheng | Published: 2019-11-25 | Updated: 2019-11-27
敵対的サンプル
敵対的攻撃手法
防御手法の効果分析

Adversarial Attack with Pattern Replacement

Authors: Ziang Dong, Liang Mao, Shiliang Sun | Published: 2019-11-25
モデル設計
敵対的攻撃手法
研究方法論

Invert and Defend: Model-based Approximate Inversion of Generative Adversarial Networks for Secure Inference

Authors: Wei-An Lin, Yogesh Balaji, Pouya Samangouei, Rama Chellappa | Published: 2019-11-23
モデル設計
敵対的攻撃手法
研究方法論

Universal adversarial examples in speech command classification

Authors: Jon Vadillo, Roberto Santana | Published: 2019-11-22 | Updated: 2021-02-13
敵対的サンプル
敵対的攻撃手法
研究方法論

Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation

Authors: Alexander Levine, Soheil Feizi | Published: 2019-11-21
モデル性能評価
数値安定性の問題
敵対的攻撃手法

Fine-grained Synthesis of Unrestricted Adversarial Examples

Authors: Omid Poursaeed, Tianxing Jiang, Yordanos Goshu, Harry Yang, Serge Belongie, Ser-Nam Lim | Published: 2019-11-20 | Updated: 2020-10-22
モデル性能評価
モデル設計
敵対的攻撃手法

Deep Minimax Probability Machine

Authors: Lirong He, Ziyi Guo, Kaizhu Huang, Zenglin Xu | Published: 2019-11-20
モデル性能評価
敵対的サンプル
敵対的攻撃手法

Adversarial Robustness of Flow-Based Generative Models

Authors: Phillip Pope, Yogesh Balaji, Soheil Feizi | Published: 2019-11-20
トレードオフ分析
モデル設計
敵対的攻撃手法

Generate (non-software) Bugs to Fool Classifiers

Authors: Hiromu Yakura, Youhei Akimoto, Jun Sakuma | Published: 2019-11-20
モデル性能評価
敵対的サンプル
敵対的攻撃手法