Harmful Fine-tuning Attacks and Defenses for Large Language Models: A
Survey

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey

26 September 2024

Tiansheng Huang

Sihao Hu

Fatih Ilhan

Selim Furkan Tekin

Ling Liu

Papers citing "Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey"

9 / 9 papers shown

Title
Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable Tiansheng Huang Sihao Hu Fatih Ilhan Selim Furkan Tekin Zachary Yahn Yichang Xu Ling Liu 38 8 0 01 Mar 2025
Single-pass Detection of Jailbreaking Input in Large Language Models Leyla Naz Candogan Yongtao Wu Elias Abad Rocamora Grigorios G. Chrysos V. Cevher AAML 40 0 0 24 Feb 2025
Emergent Misalignment: Narrow finetuning can produce broadly misaligned LLMs Jan Betley Daniel Tan Niels Warncke Anna Sztyber-Betley Xuchan Bao Martín Soto Nathan Labenz Owain Evans AAML 73 8 0 24 Feb 2025
Model Tampering Attacks Enable More Rigorous Evaluations of LLM Capabilities Zora Che Stephen Casper Robert Kirk Anirudh Satheesh Stewart Slocum ... Zikui Cai Bilal Chughtai Y. Gal Furong Huang Dylan Hadfield-Menell MU AAML ELM 60 2 0 03 Feb 2025
Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions Hao Du Shang Liu Lele Zheng Yang Cao Atsuyoshi Nakamura Lei Chen AAML 91 3 0 21 Dec 2024
Towards Understanding the Fragility of Multilingual LLMs against Fine-Tuning Attacks Samuele Poppi Zheng-Xin Yong Yifei He Bobbie Chern Han Zhao Aobo Yang Jianfeng Chi AAML 33 11 0 23 Oct 2024
Locking Down the Finetuned LLMs Safety Minjun Zhu Linyi Yang Yifan Wei Ningyu Zhang Yue Zhang 29 8 0 14 Oct 2024
Safety-Aware Fine-Tuning of Large Language Models Hyeong Kyu Choi Xuefeng Du Yixuan Li 22 10 0 13 Oct 2024
Targeted Vaccine: Safety Alignment for Large Language Models against Harmful Fine-Tuning via Layer-wise Perturbation Guozhi Liu Weiwei Lin Tiansheng Huang Ruichao Mo Qi Mu Li Shen AAML 42 9 0 13 Oct 2024