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
LLMの安全機構の解除
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
Siege: Autonomous Multi-Turn Jailbreaking of Large Language Models with Tree Search
Authors: Andy Zhou | Published: 2025-03-13 | Updated: 2025-03-16
Jailbreaking and Mitigation of Vulnerabilities in Large Language Models
Authors: Benji Peng, Keyu Chen, Qian Niu, Ziqian Bi, Ming Liu, Pohsun Feng, Tianyang Wang, Lawrence K. Q. Yan, Yizhu Wen, Yichao Zhang, Caitlyn Heqi Yin | Published: 2024-10-20 | Updated: 2025-05-08
Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method
Authors: Weichao Zhang, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng | Published: 2024-09-23 | Updated: 2025-04-01