Context-Aware Hierarchical Learning: A Two-Step Paradigm towards Safer LLMs
Authors: Tengyun Ma, Jiaqi Yao, Daojing He, Shihao Peng, Yu Li, Shaohui Liu, Zhuotao Tian | Published: 2025-12-03
Ethical Considerations
OmniGuard: Unified Omni-Modal Guardrails with Deliberate Reasoning
Authors: Boyu Zhu, Xiaofei Wen, Wenjie Jacky Mo, Tinghui Zhu, Yanan Xie, Peng Qi, Muhao Chen | Published: 2025-12-02
A Wolf in Sheep’s Clothing: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search
Authors: Rongzhe Wei, Peizhi Niu, Xinjie Shen, Tony Tu, Yifan Li, Ruihan Wu, Eli Chien, Olgica Milenkovic, Pan Li | Published: 2025-12-01
GuardTrace-VL: Detecting Unsafe Multimodel Reasoning via Iterative Safety Supervision
Authors: Yuxiao Xiang, Junchi Chen, Zhenchao Jin, Changtao Miao, Haojie Yuan, Qi Chu, Tao Gong, Nenghai Yu | Published: 2025-11-26
Defending Large Language Models Against Jailbreak Exploits with Responsible AI Considerations
Authors: Ryan Wong, Hosea David Yu Fei Ng, Dhananjai Sharma, Glenn Jun Jie Ng, Kavishvaran Srinivasan | Published: 2025-11-24
Prompt Injection Vulnerability of Consensus Generating Applications in Digital Democracy
Authors: Jairo Gudiño-Rosero, Clément Contet, Umberto Grandi, César A. Hidalgo | Published: 2025-08-06
Attention Knows Whom to Trust: Attention-based Trust Management for LLM Multi-Agent Systems
Authors: Pengfei He, Zhenwei Dai, Xianfeng Tang, Yue Xing, Hui Liu, Jingying Zeng, Qiankun Peng, Shrivats Agrawal, Samarth Varshney, Suhang Wang, Jiliang Tang, Qi He | Published: 2025-06-03
Red-Teaming LLM Multi-Agent Systems via Communication Attacks
Authors: Pengfei He, Yupin Lin, Shen Dong, Han Xu, Yue Xing, Hui Liu | Published: 2025-02-20 | Updated: 2025-06-02
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
Adversarial for Good? How the Adversarial ML Community’s Values Impede Socially Beneficial Uses of Attacks
Authors: Kendra Albert, Maggie Delano, Bogdan Kulynych, Ram Shankar Siva Kumar | Published: 2021-07-11 | Updated: 2021-09-15