大模型对齐与安全

Confusion is the Final Barrier: Rethinking Jailbreak Evaluation and Investigating the Real Misuse Threat of LLMs

Yu Yan, Sheng Sun, Zhe Wang, Yijun Lin, Zenghao Duan, zhifei zheng, Min Liu, Zhiyi yin, Jianping Zhang

机构 * State Key Lab of Processors, Institute of Computing Technology, CAS（中国科学院计算技术研究所状态关键实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； People’s Public Security University of China（中国人民公安大学） ； Chinese University of Hong Kong（香港大学） 纠错

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

Multilingual Collaborative Defense for Large Language Models

Hongliang Li, Jinan Xu, Gengping Cui, Changhao Guan, Fengran Mo, Kaiyu Huang

机构 * Key Laboratory of Big Data & Artificial Intelligence in Transportation (Beijing Jiaotong University), Ministry of Education（大数据与人工智能交通运输 key laboratory（北京交通大学）） ； School of Computer Science and Technology, Beijing Jiaotong University（计算机科学与技术学院（北京交通大学）） ； University of Montreal（蒙特利尔大学） 纠错

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

Comments 21 pages, 4figures

When Smiley Turns Hostile: Interpreting How Emojis Trigger LLMs' Toxicity

Shiyao Cui, Xijia Feng, Yingkang Wang, Junxiao Yang, Zhexin Zhang, Biplab Sikdar, Hongning Wang, Han Qiu, Minlie Huang

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

Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding

Seongho Joo, Hyukhun Koh, Kyomin Jung

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

Comments EMNLP 2025

Enhancing IoMT Security with Explainable Machine Learning: A Case Study on the CICIOMT2024 Dataset

Mohammed Yacoubi, Omar Moussaoui, C. Drocourt

专题命中 越狱攻击 ：safety(abstract)

Journal ref The Third Edition of the International Conference on Connected Objects and Artificial Intelligence (COCIA'2025), Apr 2025, Casablanca (Maroc), Morocco