文献データベース

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

Security and Machine Learning in the Real World

Authors: Ivan Evtimov, Weidong Cui, Ece Kamar, Emre Kiciman, Tadayoshi Kohno, Jerry Li | Published: 2020-07-13
セキュリティ分析
攻撃手法
敵対的サンプル

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

Simple and Efficient Hard Label Black-box Adversarial Attacks in Low Query Budget Regimes

Authors: Satya Narayan Shukla, Anit Kumar Sahu, Devin Willmott, J. Zico Kolter | Published: 2020-07-13 | Updated: 2021-06-11
攻撃手法
次元削減手法
深層学習

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

Mitigating backdoor attacks in LSTM-based Text Classification Systems by Backdoor Keyword Identification

Authors: Chuanshuai Chen, Jiazhu Dai | Published: 2020-07-11 | Updated: 2021-03-15
テキスト生成手法
バックドア攻撃
ポイズニング

Generating Adversarial Inputs Using A Black-box Differential Technique

Authors: João Batista Pereira Matos Juúnior, Lucas Carvalho Cordeiro, Marcelo d'Amorim, Xiaowei Huang | Published: 2020-07-10
性能評価
攻撃手法
敵対的サンプル

Differentially Private Simple Linear Regression

Authors: Daniel Alabi, Audra McMillan, Jayshree Sarathy, Adam Smith, Salil Vadhan | Published: 2020-07-10
ハイパーパラメータ調整
プライバシー評価
計算効率

Improving Adversarial Robustness by Enforcing Local and Global Compactness

Authors: Anh Bui, Trung Le, He Zhao, Paul Montague, Olivier deVel, Tamas Abraham, Dinh Phung | Published: 2020-07-10
ポイズニング
性能評価
深層学習

Attack of the Tails: Yes, You Really Can Backdoor Federated Learning

Authors: Hongyi Wang, Kartik Sreenivasan, Shashank Rajput, Harit Vishwakarma, Saurabh Agarwal, Jy-yong Sohn, Kangwook Lee, Dimitris Papailiopoulos | Published: 2020-07-09
ポイズニング
モデルの堅牢性
攻撃手法