機械学習技術

Federated Model Distillation with Noise-Free Differential Privacy

Authors: Lichao Sun, Lingjuan Lyu | Published: 2020-09-11 | Updated: 2021-05-21
性能評価
機械学習技術
評価手法

Attribute Privacy: Framework and Mechanisms

Authors: Wanrong Zhang, Olga Ohrimenko, Rachel Cummings | Published: 2020-09-08 | Updated: 2021-05-11
データ生成
暗号学
機械学習技術

A Survey of Machine Learning Methods for Detecting False Data Injection Attacks in Power Systems

Authors: Ali Sayghe, Yaodan Hu, Ioannis Zografopoulos, XiaoRui Liu, Raj Gautam Dutta, Yier Jin, Charalambos Konstantinou | Published: 2020-08-16
敵対的サンプル
機械学習技術
評価手法

Network Intrusion Detection Using Wrapper-based Decision Tree for Feature Selection

Authors: Mubarak Albarka Umar, Chen Zhanfang, Yan Liu | Published: 2020-08-11
機械学習技術
決定木
評価手法

Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models

Authors: Mitch Hill, Jonathan Mitchell, Song-Chun Zhu | Published: 2020-05-27 | Updated: 2021-03-18
敵対的サンプル
敵対的攻撃
機械学習技術

SafeML: Safety Monitoring of Machine Learning Classifiers through Statistical Difference Measure

Authors: Koorosh Aslansefat, Ioannis Sorokos, Declan Whiting, Ramin Tavakoli Kolagari, Yiannis Papadopoulos | Published: 2020-05-27
アルゴリズム
機械学習
機械学習技術

Effects of Forward Error Correction on Communications Aware Evasion Attacks

Authors: Matthew DelVecchio, Bryse Flowers, William C. Headley | Published: 2020-05-27
敵対的攻撃
機械学習技術
通信損失

A Framework for Behavioral Biometric Authentication using Deep Metric Learning on Mobile Devices

Authors: Cong Wang, Yanru Xiao, Xing Gao, Li Li, Jun Wang | Published: 2020-05-26 | Updated: 2020-08-17
パフォーマンス評価
ポイズニング
機械学習技術

A Protection against the Extraction of Neural Network Models

Authors: Hervé Chabanne, Vincent Despiegel, Linda Guiga | Published: 2020-05-26 | Updated: 2020-07-31
敵対的攻撃
機械学習
機械学習技術

Deep Learning for Insider Threat Detection: Review, Challenges and Opportunities

Authors: Shuhan Yuan, Xintao Wu | Published: 2020-05-25
機械学習
機械学習技術
脅威モデル