大模型对齐与安全

AlignTree: Efficient Defense Against LLM Jailbreak Attacks

Gil Goren, Shahar Katz, Lior Wolf

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

Comments Accepted as an Oral Presentation at the 40th AAAI Conference on Artificial Intelligence (AAAI-26), January 2026

Exploiting Synergistic Cognitive Biases to Bypass Safety in LLMs

Xikang Yang, Biyu Zhou, Xuehai Tang, Jizhong Han, Songlin Hu

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

SceneJailEval: A Scenario-Adaptive Multi-Dimensional Framework for Jailbreak Evaluation

Lai Jiang, Yuekang Li, Xiaohan Zhang, Youtao Ding, Li Pan

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

Comments This paper has been accepted by AAAI 2026 as a poster

ForgeDAN: An Evolutionary Framework for Jailbreaking Aligned Large Language Models

Siyang Cheng, Gaotian Liu, Rui Mei, Yilin Wang, Kejia Zhang, Kaishuo Wei, Yuqi Yu, Weiping Wen, Xiaojie Wu, Junhua Liu

机构 * iFLYTEK Security Laboratory（iFLYTEK安全实验室） ； Anhui SparkShield Intelligent Technology Co., Ltd.（安徽SparkShield智能科技有限公司） ； Peking University（北京大学） ； School of Automation, University of Electronic Science and Technology of China（电子科技大学自动化学院） ； Northwest University（西北大学） ； University of New South Wales（新南威尔士大学） ； National Computer Network Emergency Response Technical Team/Coordination Center of China（中国国家计算机网络应急技术处置协调中心） 纠错

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

Jailbreaking LLMs via Semantically Relevant Nested Scenarios with Targeted Toxic Knowledge

Ning Xu, Bo Gao, Hui Dou

机构 * School of Computer Science and Technology（计算机科学与技术学院） ； AnHui University（安徽大学） 纠错

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

LLM Reinforcement in Context

Thomas Rivasseau

机构 * McGill University（麦吉尔大学） 纠错

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

Comments 4 pages

Chain-of-Thought Driven Adversarial Scenario Extrapolation for Robust Language Models

Md Rafi Ur Rashid, Vishnu Asutosh Dasu, Ye Wang, Gang Tan, Shagufta Mehnaz

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

Comments 19 pages, 5 figures. Accepted in AAAI 2026

Scalable Hierarchical AI-Blockchain Framework for Real-Time Anomaly Detection in Large-Scale Autonomous Vehicle Networks

Rathin Chandra Shit, Sharmila Subudhi

机构 * organization= Dept. of Computer Science \& Engg., International Institute of Information Technology , city= Bhubaneswar , postcode= 751003 , state= Odisha , country= India ； organization= Dept. of Computer Science, Maharaja Sriram Chandra Bhanja Deo University , city= Baripada , postcode= 757003 , state= Odisha , country= India 纠错

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

Comments Submitted to the Journal

GRAPHTEXTACK: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs

Jiaji Ma, Puja Trivedi, Danai Koutra

专题命中 越狱攻击 ：prompt injection(abstract)；分类 cs.LG

Comments AAAI 2026

AttackVLA: Benchmarking Adversarial and Backdoor Attacks on Vision-Language-Action Models

Jiayu Li, Yunhan Zhao, Xiang Zheng, Zonghuan Xu, Yige Li, Xingjun Ma, Yu-Gang Jiang

机构 * Fudan University（复旦大学） ； City University of Hong Kong（香港城市大学） ； Singapore Management University（新加坡管理大学） 纠错

专题命中 越狱攻击 ：safety(abstract)；分类 cs.AI

"Power of Words": Stealthy and Adaptive Private Information Elicitation via LLM Communication Strategies

Shuning Zhang, Jiaqi Bai, Linzhi Wang, Shixuan Li, Xin Yi, Hewu Li

专题命中 越狱攻击 ：trustworthy(abstract)