Tackling Imbalanced Data in Cybersecurity with Transfer Learning: A Case with ROP Payload Detection
Authors: Haizhou Wang, Peng Liu | Published: 2021-05-06
Vulnerability Analysis
An Overview of Laser Injection against Embedded Neural Network Models
Authors: Mathieu Dumont, Pierre-Alain Moellic, Raphael Viera, Jean-Max Dutertre, Rémi Bernhard | Published: 2021-05-04
Who’s Afraid of Adversarial Transferability?
Authors: Ziv Katzir, Yuval Elovici | Published: 2021-05-02 | Updated: 2022-10-06
Stealthy Backdoors as Compression Artifacts
Authors: Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans | Published: 2021-04-30
Automated Software Vulnerability Assessment with Concept Drift
Authors: Triet H. M. Le, Bushra Sabir, M. Ali Babar | Published: 2021-03-21
Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks
Authors: Anna Kuzina, Max Welling, Jakub M. Tomczak | Published: 2021-03-10 | Updated: 2021-05-06
Finding Effective Security Strategies through Reinforcement Learning and Self-Play
Authors: Kim Hammar, Rolf Stadler | Published: 2020-09-17 | Updated: 2020-10-04
On the relationship between class selectivity, dimensionality, and robustness
Authors: Matthew L. Leavitt, Ari S. Morcos | Published: 2020-07-08 | Updated: 2020-10-13
Hidden Cost of Randomized Smoothing
Authors: Jeet Mohapatra, Ching-Yun Ko, Tsui-Wei, Weng, Sijia Liu, Pin-Yu Chen, Luca Daniel | Published: 2020-03-02 | Updated: 2021-03-12
Automatic Perturbation Analysis for Scalable Certified Robustness and Beyond
Authors: Kaidi Xu, Zhouxing Shi, Huan Zhang, Yihan Wang, Kai-Wei Chang, Minlie Huang, Bhavya Kailkhura, Xue Lin, Cho-Jui Hsieh | Published: 2020-02-28 | Updated: 2020-10-26