On the Difficulty of Membership Inference Attacks

Authors: Shahbaz Rezaei, Xin Liu | Published: 2020-05-27 | Updated: 2021-03-22

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

Enhancing Resilience of Deep Learning Networks by Means of Transferable Adversaries

Authors: Moritz Seiler, Heike Trautmann, Pascal Kerschke | Published: 2020-05-27

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

Effects of Forward Error Correction on Communications Aware Evasion Attacks

Authors: Matthew DelVecchio, Bryse Flowers, William C. Headley | Published: 2020-05-27

Identifying Vulnerabilities of Industrial Control Systems using Evolutionary Multiobjective Optimisation

Authors: Nilufer Tuptuk, Stephen Hailes | Published: 2020-05-27

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

A Protection against the Extraction of Neural Network Models

Authors: Hervé Chabanne, Vincent Despiegel, Linda Guiga | Published: 2020-05-26 | Updated: 2020-07-31

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

Authors: Shuhan Yuan, Xintao Wu | Published: 2020-05-25

Keyed Non-Parametric Hypothesis Tests

Authors: Yao Cheng, Cheng-Kang Chu, Hsiao-Ying Lin, Marius Lombard-Platet, David Naccache | Published: 2020-05-25