文献データベース

ATOM: Robustifying Out-of-distribution Detection Using Outlier Mining

Authors: Jiefeng Chen, Yixuan Li, Xi Wu, Yingyu Liang, Somesh Jha | Published: 2020-06-26 | Updated: 2021-06-30
Out-of-Distribution検出
敵対的サンプルの検知
敵対的攻撃

Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?

Authors: Kaidi Jin, Tianwei Zhang, Chao Shen, Yufei Chen, Ming Fan, Chenhao Lin, Ting Liu | Published: 2020-06-26 | Updated: 2022-07-28
バックドア攻撃
敵対的サンプルの検知
敵対的攻撃

Orthogonal Deep Models As Defense Against Black-Box Attacks

Authors: Mohammad A. A. K. Jalwana, Naveed Akhtar, Mohammed Bennamoun, Ajmal Mian | Published: 2020-06-26
ポイズニング
敵対的サンプル
敵対的攻撃

Deep Partition Aggregation: Provable Defense against General Poisoning Attacks

Authors: Alexander Levine, Soheil Feizi | Published: 2020-06-26 | Updated: 2021-03-18
アルゴリズム設計
ポイズニング
防御メカニズム

Proper Network Interpretability Helps Adversarial Robustness in Classification

Authors: Akhilan Boopathy, Sijia Liu, Gaoyuan Zhang, Cynthia Liu, Pin-Yu Chen, Shiyu Chang, Luca Daniel | Published: 2020-06-26 | Updated: 2020-10-21
敵対的サンプル
敵対的攻撃
解釈手法

Can 3D Adversarial Logos Cloak Humans?

Authors: Yi Wang, Jingyang Zhou, Tianlong Chen, Sijia Liu, Shiyu Chang, Chandrajit Bajaj, Zhangyang Wang | Published: 2020-06-25 | Updated: 2020-11-27
ロゴ変換手法
敵対的攻撃
生成モデル

Smooth Adversarial Training

Authors: Cihang Xie, Mingxing Tan, Boqing Gong, Alan Yuille, Quoc V. Le | Published: 2020-06-25 | Updated: 2021-07-11
ロバスト性
敵対的サンプル
敵対的学習

Uncovering the Connections Between Adversarial Transferability and Knowledge Transferability

Authors: Kaizhao Liang, Jacky Y. Zhang, Boxin Wang, Zhuolin Yang, Oluwasanmi Koyejo, Bo Li | Published: 2020-06-25 | Updated: 2021-07-08
ポイズニング
敵対的移転性
知識移転性

Subpopulation Data Poisoning Attacks

Authors: Matthew Jagielski, Giorgio Severi, Niklas Pousette Harger, Alina Oprea | Published: 2020-06-24 | Updated: 2021-05-12
バックドア攻撃
ポイズニング
ポイズニング攻撃

ByGARS: Byzantine SGD with Arbitrary Number of Attackers

Authors: Jayanth Regatti, Hao Chen, Abhishek Gupta | Published: 2020-06-24 | Updated: 2020-12-07
ビザンチン合意メカニズム
ポイズニング
機械学習アルゴリズム