Disabling Self-Correction in Retrieval-Augmented Generation via Stealthy Retriever Poisoning

Authors: Yanbo Dai, Zhenlan Ji, Zongjie Li, Kuan Li, Shuai Wang | Published: 2025-08-27

SoK: Large Language Model Copyright Auditing via Fingerprinting

Authors: Shuo Shao, Yiming Li, Yu He, Hongwei Yao, Wenyuan Yang, Dacheng Tao, Zhan Qin | Published: 2025-08-27

Safety Alignment Should Be Made More Than Just A Few Attention Heads

Authors: Chao Huang, Zefeng Zhang, Juewei Yue, Quangang Li, Chuang Zhang, Tingwen Liu | Published: 2025-08-27

Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses

Authors: Lincan Li, Bolin Shen, Chenxi Zhao, Yuxiang Sun, Kaixiang Zhao, Shirui Pan, Yushun Dong | Published: 2025-08-27

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents

Authors: Zhixin Lin, Jungang Li, Shidong Pan, Yibo Shi, Yue Yao, Dongliang Xu | Published: 2025-08-27

SecureV2X: An Efficient and Privacy-Preserving System for Vehicle-to-Everything (V2X) Applications

Authors: Joshua Lee, Ali Arastehfard, Weiran Liu, Xuegang Ban, Yuan Hong | Published: 2025-08-26

The Double-edged Sword of LLM-based Data Reconstruction: Understanding and Mitigating Contextual Vulnerability in Word-level Differential Privacy Text Sanitization

Authors: Stephen Meisenbacher, Alexandra Klymenko, Andreea-Elena Bodea, Florian Matthes | Published: 2025-08-26

LLMs in the SOC: An Empirical Study of Human-AI Collaboration in Security Operations Centres

Authors: Ronal Singh, Shahroz Tariq, Fatemeh Jalalvand, Mohan Baruwal Chhetri, Surya Nepal, Cecile Paris, Martin Lochner | Published: 2025-08-26

FALCON: Autonomous Cyber Threat Intelligence Mining with LLMs for IDS Rule Generation

Authors: Shaswata Mitra, Azim Bazarov, Martin Duclos, Sudip Mittal, Aritran Piplai, Md Rayhanur Rahman, Edward Zieglar, Shahram Rahimi | Published: 2025-08-26

Membership Inference Attacks on LLM-based Recommender Systems

Authors: Jiajie He, Yuechun Gu, Min-Chun Chen, Keke Chen | Published: 2025-08-26