From Theft to Bomb-Making: The Ripple Effect of Unlearning in Defending Against Jailbreak Attacks

From Theft to Bomb-Making: The Ripple Effect of Unlearning in Defending Against Jailbreak Attacks

3 July 2024

Chujie Zheng

Hongning Wang

Minlie Huang

Papers citing "From Theft to Bomb-Making: The Ripple Effect of Unlearning in Defending Against Jailbreak Attacks"

10 / 10 papers shown

Title
FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning Zhehao Zhang Weijie Xu Fanyou Wu Chandan K. Reddy 29 0 0 12 May 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models Bang An Shiyue Zhang Mark Dredze 61 0 0 25 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 142 0 0 15 Apr 2025
Adversarial Training for Multimodal Large Language Models against Jailbreak Attacks Liming Lu Shuchao Pang Siyuan Liang Haotian Zhu Xiyu Zeng Aishan Liu Yunhuai Liu Yongbin Zhou AAML 51 1 0 05 Mar 2025
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint Qianli Ma Dongrui Liu Qian Chen Linfeng Zhang Jing Shao MoMe 147 0 0 24 Feb 2025
A Closer Look at Machine Unlearning for Large Language Models Xiaojian Yuan Tianyu Pang Chao Du Kejiang Chen Weiming Zhang Min-Bin Lin MU 41 5 0 10 Oct 2024
Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation Xinpeng Wang Chengzhi Hu Paul Röttger Barbara Plank 46 6 0 04 Oct 2024
Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing Huanqian Wang Yang Yue Rui Lu Jingxin Shi Andrew Zhao Shenzhi Wang Shiji Song Gao Huang LM&Ro KELM 51 6 0 11 Jul 2024
Negative Preference Optimization: From Catastrophic Collapse to Effective Unlearning Ruiqi Zhang Licong Lin Yu Bai Song Mei MU 63 128 0 08 Apr 2024
GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts Jiahao Yu Xingwei Lin Zheng Yu Xinyu Xing SILM 117 301 0 19 Sep 2023