防御メカニズム

Black-box Detection of Backdoor Attacks with Limited Information and Data

Authors: Yinpeng Dong, Xiao Yang, Zhijie Deng, Tianyu Pang, Zihao Xiao, Hang Su, Jun Zhu | Published: 2021-03-24
バックドア攻撃
最適化手法
防御メカニズム

A Challenge Obfuscating Interface for Arbiter PUF Variants against Machine Learning Attacks

Authors: Yu Zhuang, Khalid T. Mursi, Li Gaoxiang | Published: 2021-03-24
最適化手法
脆弱性評価手法
防御メカニズム

With False Friends Like These, Who Can Notice Mistakes?

Authors: Lue Tao, Lei Feng, Jinfeng Yi, Songcan Chen | Published: 2020-12-29 | Updated: 2021-12-13
敵対的サンプル
敵対的学習
防御メカニズム

Implementation of Security Systems for Detection and Prevention of Data Loss/Leakage at Organization via Traffic Inspection

Authors: Mir Hassan, Chen Jincai, Adnan Iftekhar, Adnan Shehzad, Xiaohui Cui | Published: 2020-12-28
データ管理システム
情報漏洩分析
防御メカニズム

Composite Adversarial Attacks

Authors: Xiaofeng Mao, Yuefeng Chen, Shuhui Wang, Hang Su, Yuan He, Hui Xue | Published: 2020-12-10
攻撃の分類
敵対的攻撃手法
防御メカニズム

Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning

Authors: Nuria Rodríguez-Barroso, Eugenio Martínez-Cámara, M. Victoria Luzón, Francisco Herrera | Published: 2020-07-29 | Updated: 2022-02-24
ビザンチン耐性
ポイズニング
防御メカニズム

Adversarial Robustness for Machine Learning Cyber Defenses Using Log Data

Authors: Kai Steverson, Jonathan Mullin, Metin Ahiskali | Published: 2020-07-29
攻撃手法
生成モデル特性
防御メカニズム

Robust Machine Learning via Privacy/Rate-Distortion Theory

Authors: Ye Wang, Shuchin Aeron, Adnan Siraj Rakin, Toshiaki Koike-Akino, Pierre Moulin | Published: 2020-07-22 | Updated: 2021-05-18
プライバシー評価
最適化問題
防御メカニズム

On Adversarial Robustness: A Neural Architecture Search perspective

Authors: Chaitanya Devaguptapu, Devansh Agarwal, Gaurav Mittal, Pulkit Gopalani, Vineeth N Balasubramanian | Published: 2020-07-16 | Updated: 2021-08-26
性能評価
深層学習
防御メカニズム

Robustifying Reinforcement Learning Agents via Action Space Adversarial Training

Authors: Kai Liang Tan, Yasaman Esfandiari, Xian Yeow Lee, Aakanksha, Soumik Sarkar | Published: 2020-07-14
性能評価
攻撃手法
防御メカニズム