PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization
Authors: Yidan Wang, Yanan Cao, Yubing Ren, Fang Fang, Zheng Lin, Binxing Fang | Published: 2025-05-15
Disabling Safety Mechanisms of LLM
One Trigger Token Is Enough: A Defense Strategy for Balancing Safety and Usability in Large Language Models
Authors: Haoran Gu, Handing Wang, Yi Mei, Mengjie Zhang, Yaochu Jin | Published: 2025-05-12
I Know What You Said: Unveiling Hardware Cache Side-Channels in Local Large Language Model Inference
Authors: Zibo Gao, Junjie Hu, Feng Guo, Yixin Zhang, Yinglong Han, Siyuan Liu, Haiyang Li, Zhiqiang Lv | Published: 2025-05-10 | Updated: 2025-05-14
Red Teaming the Mind of the Machine: A Systematic Evaluation of Prompt Injection and Jailbreak Vulnerabilities in LLMs
Authors: Chetan Pathade | Published: 2025-05-07 | Updated: 2025-05-13
XBreaking: Explainable Artificial Intelligence for Jailbreaking LLMs
Authors: Marco Arazzi, Vignesh Kumar Kembu, Antonino Nocera, Vinod P | Published: 2025-04-30
LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware
Authors: Nowfel Mashnoor, Mohammad Akyash, Hadi Kamali, Kimia Azar | Published: 2025-04-09
Output Constraints as Attack Surface: Exploiting Structured Generation to Bypass LLM Safety Mechanisms
Authors: Shuoming Zhang, Jiacheng Zhao, Ruiyuan Xu, Xiaobing Feng, Huimin Cui | Published: 2025-03-31
Align in Depth: Defending Jailbreak Attacks via Progressive Answer Detoxification
Authors: Yingjie Zhang, Tong Liu, Zhe Zhao, Guozhu Meng, Kai Chen | Published: 2025-03-14
Tempest: Autonomous Multi-Turn Jailbreaking of Large Language Models with Tree Search
Authors: Andy Zhou, Ron Arel | Published: 2025-03-13 | Updated: 2025-05-21
A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos
Authors: Yang Yao, Xuan Tong, Ruofan Wang, Yixu Wang, Lujundong Li, Liang Liu, Yan Teng, Yingchun Wang | Published: 2025-02-19 | Updated: 2025-06-03