Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models

Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models

21 May 2024

Fan Liu

Papers citing "Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models"

15 / 15 papers shown

Title
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation Vaidehi Patil Yi-Lin Sung Peter Hase Jie Peng Tianlong Chen Mohit Bansal AAML MU 77 3 0 01 May 2025
Fairness and Robustness in Machine Unlearning Khoa Tran Simon S. Woo FaML OOD MU AAML 60 0 0 18 Apr 2025
SAUCE: Selective Concept Unlearning in Vision-Language Models with Sparse Autoencoders Qing Li Jiahui Geng Derui Zhu Fengyu Cai Chenyang Lyu Fakhri Karray MU 36 0 0 16 Mar 2025
Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset Yingzi Ma Jiongxiao Wang Fei-Yue Wang Siyuan Ma Jiazhao Li ... B. Li Yejin Choi M. Chen Chaowei Xiao Chaowei Xiao MU 35 6 0 05 Nov 2024
CLIPErase: Efficient Unlearning of Visual-Textual Associations in CLIP Tianyu Yang Lisen Dai Zheyuan Liu Xiangqi Wang Meng-Long Jiang Yapeng Tian Xiangliang Zhang VLM MU 27 3 0 30 Oct 2024
A Survey on Multimodal Benchmarks: In the Era of Large AI Models Lin Li Guikun Chen Hanrong Shi Jun Xiao Long Chen 28 8 0 21 Sep 2024
A Survey on Evaluation of Multimodal Large Language Models Jiaxing Huang Jingyi Zhang LM&MA ELM LRM 43 20 0 28 Aug 2024
MU-Bench: A Multitask Multimodal Benchmark for Machine Unlearning Jiali Cheng Hadi Amiri BDL 25 3 0 21 Jun 2024
Rethinking Machine Unlearning for Large Language Models Sijia Liu Yuanshun Yao Jinghan Jia Stephen Casper Nathalie Baracaldo ... Hang Li Kush R. Varshney Mohit Bansal Sanmi Koyejo Yang Liu AILaw MU 59 27 0 13 Feb 2024
Learning and Forgetting Unsafe Examples in Large Language Models Jiachen Zhao Zhun Deng David Madras James Zou Mengye Ren MU KELM CLL 61 15 0 20 Dec 2023
Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges Nianwen Si Hao Zhang Heyu Chang Wenlin Zhang Dan Qu Weiqiang Zhang KELM MU 63 26 0 27 Nov 2023
Who's Harry Potter? Approximate Unlearning in LLMs Ronen Eldan M. Russinovich MU MoMe 98 171 0 03 Oct 2023
Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models Zangwei Zheng Mingyu Ma Kai Wang Ziheng Qin Xiangyu Yue Yang You CLL VLM 76 29 0 12 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022