Character-Level Perturbations Disrupt LLM Watermarks
Authors: Zhaoxi Zhang, Xiaomei Zhang, Yanjun Zhang, He Zhang, Shirui Pan, Bo Liu, Asif Qumer Gill, Leo Yu Zhang | Published: 2025-09-11
Attack Method
Not All Samples Are Equal: Quantifying Instance-level Difficulty in Targeted Data Poisoning
Authors: William Xu, Yiwei Lu, Yihan Wang, Matthew Y. R. Yang, Zuoqiu Liu, Gautam Kamath, Yaoliang Yu | Published: 2025-09-08
Imitative Membership Inference Attack
Authors: Yuntao Du, Yuetian Chen, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-09-08
When LLMs Copy to Think: Uncovering Copy-Guided Attacks in Reasoning LLMs
Authors: Yue Li, Xiao Li, Hao Wu, Yue Zhang, Fengyuan Xu, Xiuzhen Cheng, Sheng Zhong | Published: 2025-07-22
From Text to Actionable Intelligence: Automating STIX Entity and Relationship Extraction
Authors: Ahmed Lekssays, Husrev Taha Sencar, Ting Yu | Published: 2025-07-22
Depth Gives a False Sense of Privacy: LLM Internal States Inversion
Authors: Tian Dong, Yan Meng, Shaofeng Li, Guoxing Chen, Zhen Liu, Haojin Zhu | Published: 2025-07-22
The Hidden Dangers of Browsing AI Agents
Authors: Mykyta Mudryi, Markiyan Chaklosh, Grzegorz Wójcik | Published: 2025-05-19
Evaluating the efficacy of LLM Safety Solutions : The Palit Benchmark Dataset
Authors: Sayon Palit, Daniel Woods | Published: 2025-05-19 | Updated: 2025-05-20
From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents
Authors: Liangxuan Wu, Chao Wang, Tianming Liu, Yanjie Zhao, Haoyu Wang | Published: 2025-05-19 | Updated: 2025-05-20
Revealing Weaknesses in Text Watermarking Through Self-Information Rewrite Attacks
Authors: Yixin Cheng, Hongcheng Guo, Yangming Li, Leonid Sigal | Published: 2025-05-08