大模型对齐与安全

EnchTable: Unified Safety Alignment Transfer in Fine-tuned Large Language Models

Jialin Wu, Kecen Li, Zhicong Huang, Xinfeng Li, Xiaofeng Wang, Cheng Hong

机构 * Ant Group（蚂蚁集团） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 越狱攻击 ：alignment(title,abstract)；safety(title,abstract)；分类 cs.CL

Comments Accepted by IEEE Symposium on Security and Privacy (S&P) 2026

Siren: A Learning-Based Multi-Turn Attack Framework for Simulating Real-World Human Jailbreak Behaviors

Yi Zhao, Youzhi Zhang

机构 * Department of Computing The Hong Kong Polytechnic University Hong Kong SAR, China ； Centre for Artificial Intelligence ； Robotics Hong Kong Institute of Science \& Innovation Chinese Academy of Sciences Hong Kong SAR, China 纠错

专题命中 越狱攻击 ：jailbreak(title,abstract)；DPO(abstract)；safety(abstract)；分类 cs.CL、cs.AI

Comments Accepted at ACSAC 2025

Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation

Daniel Schwartz, Dmitriy Bespalov, Zhe Wang, Ninad Kulkarni, Yanjun Qi

机构 * Amazon Bedrock Science（亚马逊Bedrock科学） ； Drexel University（德雷塞尔大学） ； University of Virginia（弗吉尼亚大学） 纠错

专题命中 越狱攻击 ：jailbreak(title,abstract)；safety(abstract,comments)；分类 cs.CL、cs.AI

Comments 14 pages, 5 figures; published in EMNLP 2025 ; Code at: https://github.com/dsbuddy/GAP-LLM-Safety

Say It Differently: Linguistic Styles as Jailbreak Vectors

Srikant Panda, Avinash Rai

机构 * Independent Researcher（独立研究者） 纠错

专题命中 越狱攻击 ：jailbreak(title,abstract)；safety(abstract)；分类 cs.CL、cs.AI

eXIAA: eXplainable Injections for Adversarial Attack

Leonardo Pesce, Jiawen Wei, Gianmarco Mengaldo

机构 * Department of Mechanical Engineering National University of Singapore（机械工程系国立新加坡大学） 纠错

专题命中 越狱攻击 ：safety(abstract)；分类 cs.AI、cs.LG