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

A simple defense against adversarial attacks on heatmap explanations

Authors: Laura Rieger, Lars Kai Hansen | Published: 2020-07-13
ポイズニング
攻撃手法
防御メカニズム

ManiGen: A Manifold Aided Black-box Generator of Adversarial Examples

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah, Abdulelah Algosaibi, Adel Aldalbahi, Mohammed Alaneem, Abdulaziz Alhumam, Mohammed Anan | Published: 2020-07-11
攻撃手法
敵対的サンプル
防御メカニズム

Defending against Backdoors in Federated Learning with Robust Learning Rate

Authors: Mustafa Safa Ozdayi, Murat Kantarcioglu, Yulia R. Gel | Published: 2020-07-07 | Updated: 2021-07-29
バックドア攻撃
敵対的学習
防御メカニズム