敵対的攻撃

Imperceptible Adversarial Attacks on Tabular Data

Authors: Vincent Ballet, Xavier Renard, Jonathan Aigrain, Thibault Laugel, Pascal Frossard, Marcin Detyniecki | Published: 2019-11-08 | Updated: 2019-12-13
タブularデータの脆弱性
敵対的サンプル
敵対的攻撃

Hidden Trigger Backdoor Attacks

Authors: Aniruddha Saha, Akshayvarun Subramanya, Hamed Pirsiavash | Published: 2019-09-30 | Updated: 2019-12-21
トレーニングデータ生成
バックドア攻撃
敵対的攻撃

Min-Max Optimization without Gradients: Convergence and Applications to Adversarial ML

Authors: Sijia Liu, Songtao Lu, Xiangyi Chen, Yao Feng, Kaidi Xu, Abdullah Al-Dujaili, Minyi Hong, Una-May O'Reilly | Published: 2019-09-30 | Updated: 2020-06-17
ポイズニング
収束解析
敵対的攻撃

Impact of Low-bitwidth Quantization on the Adversarial Robustness for Embedded Neural Networks

Authors: Rémi Bernhard, Pierre-Alain Moellic, Jean-Max Dutertre | Published: 2019-09-27 | Updated: 2020-07-06
敵対的サンプル
敵対的攻撃
量子化とプライバシー

Lower Bounds on Adversarial Robustness from Optimal Transport

Authors: Arjun Nitin Bhagoji, Daniel Cullina, Prateek Mittal | Published: 2019-09-26 | Updated: 2019-10-30
攻撃の分類
敵対的攻撃
機械学習の応用

Probabilistic Modeling of Deep Features for Out-of-Distribution and Adversarial Detection

Authors: Nilesh A. Ahuja, Ibrahima Ndiour, Trushant Kalyanpur, Omesh Tickoo | Published: 2019-09-25
Out-of-Distribution検出
敵対的攻撃
生成モデル特性

Mixup Inference: Better Exploiting Mixup to Defend Adversarial Attacks

Authors: Tianyu Pang, Kun Xu, Jun Zhu | Published: 2019-09-25 | Updated: 2020-02-20
モデルの解釈性
敵対的サンプル
敵対的攻撃

Sign-OPT: A Query-Efficient Hard-label Adversarial Attack

Authors: Minhao Cheng, Simranjit Singh, Patrick Chen, Pin-Yu Chen, Sijia Liu, Cho-Jui Hsieh | Published: 2019-09-24 | Updated: 2020-02-14
収束解析
攻撃の分類
敵対的攻撃

COPYCAT: Practical Adversarial Attacks on Visualization-Based Malware Detection

Authors: Aminollah Khormali, Ahmed Abusnaina, Songqing Chen, DaeHun Nyang, Aziz Mohaisen | Published: 2019-09-20
ポイズニング
敵対的サンプル
敵対的攻撃

Defending Against Physically Realizable Attacks on Image Classification

Authors: Tong Wu, Liang Tong, Yevgeniy Vorobeychik | Published: 2019-09-20 | Updated: 2020-02-14
ポイズニング
攻撃の分類
敵対的攻撃