Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis

Authors: Jeonghwan Park, Niall McLaughlin, Ihsen Alouani | Published: 2025-03-04 | Updated: 2025-03-16

Privacy-preserving Machine Learning in Internet of Vehicle Applications: Fundamentals, Recent Advances, and Future Direction

Authors: Nazmul Islam, Mohammad Zulkernine | Published: 2025-03-03 | Updated: 2025-07-08

TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions

Authors: Wang YuHang, Junkang Guo, Aolei Liu, Kaihao Wang, Zaitong Wu, Zhenyu Liu, Wenfei Yin, Jian Liu | Published: 2025-03-02 | Updated: 2025-03-21

Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems

Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03

Cyber Defense Reinvented: Large Language Models as Threat Intelligence Copilots

Authors: Xiaoqun Liu, Jiacheng Liang, Qiben Yan, Jiyong Jang, Sicheng Mao, Muchao Ye, Jinyuan Jia, Zhaohan Xi | Published: 2025-02-28 | Updated: 2025-04-16

Models That Are Interpretable But Not Transparent

Authors: Chudi Zhong, Panyu Chen, Cynthia Rudin | Published: 2025-02-26

Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs

Authors: Shiyu Xiang, Ansen Zhang, Yanfei Cao, Yang Fan, Ronghao Chen | Published: 2025-02-26 | Updated: 2025-05-28

Evaluating Membership Inference Attacks in heterogeneous-data setups

Authors: Bram van Dartel, Marc Damie, Florian Hahn | Published: 2025-02-26 | Updated: 2025-04-28

GuidedBench: Measuring and Mitigating the Evaluation Discrepancies of In-the-wild LLM Jailbreak Methods

Authors: Ruixuan Huang, Xunguang Wang, Zongjie Li, Daoyuan Wu, Shuai Wang | Published: 2025-02-24 | Updated: 2025-07-09

Guardians of the Agentic System: Preventing Many Shots Jailbreak with Agentic System

Authors: Saikat Barua, Mostafizur Rahman, Md Jafor Sadek, Rafiul Islam, Shehenaz Khaled, Ahmedul Kabir | Published: 2025-02-23 | Updated: 2025-06-12