AIセキュリティポータルbot

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

Enhancing Resilience of Deep Learning Networks by Means of Transferable Adversaries

Authors: Moritz Seiler, Heike Trautmann, Pascal Kerschke | Published: 2020-05-27
トレーニングデータ生成
敵対的サンプル
防御効果分析

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

Identifying Vulnerabilities of Industrial Control Systems using Evolutionary Multiobjective Optimisation

Authors: Nilufer Tuptuk, Stephen Hailes | Published: 2020-05-27
アルゴリズム
攻撃の評価
最適化手法

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

Keyed Non-Parametric Hypothesis Tests

Authors: Yao Cheng, Cheng-Kang Chu, Hsiao-Ying Lin, Marius Lombard-Platet, David Naccache | Published: 2020-05-25
ポイズニング
敵対的攻撃
機械学習技術

Adversarial Feature Selection against Evasion Attacks

Authors: Fei Zhang, Patrick P. K. Chan, Battista Biggio, Daniel S. Yeung, Fabio Roli | Published: 2020-05-25
ポイズニング
敵対的攻撃
特徴抽出手法