Performance Evaluation of Adversarial Attacks: Discrepancies and Solutions
Authors: Jing Wu, Mingyi Zhou, Ce Zhu, Yipeng Liu, Mehrtash Harandi, Li Li | Published: 2021-04-22
CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU
Authors: Sijun Tan, Brian Knott, Yuan Tian, David J. Wu | Published: 2021-04-22
Patch Shortcuts: Interpretable Proxy Models Efficiently Find Black-Box Vulnerabilities
Authors: Julia Rosenzweig, Joachim Sicking, Sebastian Houben, Michael Mock, Maram Akila | Published: 2021-04-22
Robustness of ML-Enhanced IDS to Stealthy Adversaries
Authors: Vance Wong, John Emanuello | Published: 2021-04-21
Dataset Inference: Ownership Resolution in Machine Learning
Authors: Pratyush Maini, Mohammad Yaghini, Nicolas Papernot | Published: 2021-04-21
Jacobian Regularization for Mitigating Universal Adversarial Perturbations
Authors: Kenneth T. Co, David Martinez Rego, Emil C. Lupu | Published: 2021-04-21 | Updated: 2021-09-13
Identifying botnet IP address clusters using natural language processing techniques on honeypot command logs
Authors: Valentino Crespi, Wes Hardaker, Sami Abu-El-Haija, Aram Galstyan | Published: 2021-04-20
On Generating and Labeling Network Traffic with Realistic, Self-Propagating Malware
Authors: Molly Buchanan, Jeffrey W. Collyer, Jack W. Davidson, Saikat Dey, Mark Gardner, Jason D. Hiser, Jeffry Lang, Alastair Nottingham, Alina Oprea | Published: 2021-04-20 | Updated: 2022-05-27
Voting Classifier-based Intrusion Detection for IoT Networks
Authors: Muhammad Almas Khan, Muazzam A Khan, Shahid Latif, Awais Aziz Shah, Mujeeb Ur Rehman, Wadii Boulila, Maha Driss, Jawad Ahmad | Published: 2021-04-20 | Updated: 2021-04-25
Adversarial Training for Deep Learning-based Intrusion Detection Systems
Authors: Islam Debicha, Thibault Debatty, Jean-Michel Dricot, Wim Mees | Published: 2021-04-20