A Comprehensive Survey of Machine Unlearning Techniques for Large Language Models

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A Comprehensive Survey of Machine Unlearning Techniques for Large Language Models

22 February 2025

Fauzan Farooqui

Herbert Woisetschlaeger

Hans-Arno Jacobsen

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Papers citing "A Comprehensive Survey of Machine Unlearning Techniques for Large Language Models"

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Title
Hierarchical Dual-Strategy Unlearning for Biomedical and Healthcare Intelligence Using Imperfect and Privacy-Sensitive Medical Data Y. Zhang Tianxiang Xu Z. Li Chao Zhang Kunyu Zhang Zhan Gao Meinuo Li Xiaohan Zhang Qichao Qi B. Chen MU 138 0 0 23 Nov 2025
LLM Unlearning with LLM Beliefs Kemou Li Qizhou Wang Y. Wang Fengpeng Li Jun Liu Bo Han Jiantao Zhou MU KELM 181 0 0 22 Oct 2025
Beyond Sharp Minima: Robust LLM Unlearning via Feedback-Guided Multi-Point Optimization Wenhan Wu Zheyuan Liu Chongyang Gao Ren Wang Kaize Ding AAML MU KELM 334 0 0 24 Sep 2025
CRISP: Persistent Concept Unlearning via Sparse Autoencoders Tomer Ashuach Dana Arad Aaron Mueller Martin Tutek Yonatan Belinkov AAML MU 136 2 0 19 Aug 2025
LLM Unlearning Should Be Form-Independent Xiaotian Ye Mengqi Zhang Shu Wu MU 209 0 0 09 Jun 2025
Do LLMs Really Forget? Evaluating Unlearning with Knowledge Correlation and Confidence Awareness Rongzhe Wei Peizhi Niu Hans Hao-Hsun Hsu Ruihan Wu Haoteng Yin ... Vamsi K. Potluru Eli Chien Kamalika Chaudhuri S. Rasoul Etesami P. Li MU KELM 443 6 0 06 Jun 2025
Model Unlearning via Sparse Autoencoder Subspace Guided Projections Xu Wang Zihao Li Benyou Wang Yan Hu Difan Zou MU 188 4 0 30 May 2025
SAUCE: Selective Concept Unlearning in Vision-Language Models with Sparse Autoencoders Qing Li Fauzan Farooqui Derui Zhu Fengyu Cai Chenyang Lyu Fakhri Karray MU 245 3 0 16 Mar 2025
LLM Unlearning via Neural Activation Redirection William F. Shen Xinchi Qiu Meghdad Kurmanji Alex Iacob Lorenzo Sani Yihong Chen Nicola Cancedda Nicholas D. Lane MU 315 13 0 11 Feb 2025
Internal Activation Revision: Safeguarding Vision Language Models Without Parameter UpdateAAAI Conference on Artificial Intelligence (AAAI), 2025 Qing Li Fauzan Farooqui Zongxiong Chen Kun Song Lei Ma Fakhri Karray KELM LLMSV 170 12 0 24 Jan 2025
CLEAR: Character Unlearning in Textual and Visual ModalitiesAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Alexey Dontsov Dmitrii Korzh Alexey Zhavoronkin Boris Mikheev Denis Bobkov Aibek Alanov Oleg Y. Rogov Ivan Oseledets Elena Tutubalina MU AILaw VLM 457 13 0 23 Oct 2024
A Closer Look at Machine Unlearning for Large Language ModelsInternational Conference on Learning Representations (ICLR), 2024 Xiaojian Yuan Tianyu Pang Chao Du Kejiang Chen Weiming Zhang Min Lin MU 640 27 0 10 Oct 2024
An Adversarial Perspective on Machine Unlearning for AI Safety Jakub Łucki Boyi Wei Yangsibo Huang Peter Henderson F. Tramèr Javier Rando MU AAML 879 80 0 26 Sep 2024