On the Geometry of Regularization in Adversarial Training: High-Dimensional Asymptotics and Generalization Bounds
Authors: Matteo Vilucchio, Nikolaos Tsilivis, Bruno Loureiro, Julia Kempe | Published: 2024-10-21
A Novel Reinforcement Learning Model for Post-Incident Malware Investigations
Authors: Dipo Dunsin, Mohamed Chahine Ghanem, Karim Ouazzane, Vassil Vassilev | Published: 2024-10-19 | Updated: 2025-01-12
Low-Rank Adversarial PGD Attack
Authors: Dayana Savostianova, Emanuele Zangrando, Francesco Tudisco | Published: 2024-10-16
Deep Learning Based XIoT Malware Analysis: A Comprehensive Survey, Taxonomy, and Research Challenges
Authors: Rami Darwish, Mahmoud Abdelsalam, Sajad Khorsandroo | Published: 2024-10-14
Denial-of-Service Poisoning Attacks against Large Language Models
Authors: Kuofeng Gao, Tianyu Pang, Chao Du, Yong Yang, Shu-Tao Xia, Min Lin | Published: 2024-10-14
Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings
Authors: Hossein Mirzaei, Mackenzie W. Mathis | Published: 2024-10-14 | Updated: 2025-01-26
Towards Calibrated Losses for Adversarial Robust Reject Option Classification
Authors: Vrund Shah, Tejas Chaudhari, Naresh Manwani | Published: 2024-10-14
Regularized Robustly Reliable Learners and Instance Targeted Attacks
Authors: Avrim Blum, Donya Saless | Published: 2024-10-14 | Updated: 2025-04-29
Unified Breakdown Analysis for Byzantine Robust Gossip
Authors: Renaud Gaucher, Aymeric Dieuleveut, Hadrien Hendrikx | Published: 2024-10-14 | Updated: 2025-02-03
On Calibration of LLM-based Guard Models for Reliable Content Moderation
Authors: Hongfu Liu, Hengguan Huang, Hao Wang, Xiangming Gu, Ye Wang | Published: 2024-10-14