Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification

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Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification

21 December 2024

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Papers citing "Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification"

16 / 16 papers shown

Title
IDEA: A Flexible Framework of Certified Unlearning for Graph Neural Networks Yushun Dong Binchi Zhang Zhenyu Lei Na Zou Jundong Li MU 120 8 0 28 Jul 2024
MUSE: Machine Unlearning Six-Way Evaluation for Language Models Weijia Shi Jaechan Lee Yangsibo Huang Sadhika Malladi Jieyu Zhao Ari Holtzman Daogao Liu Luke Zettlemoyer Noah A. Smith Chiyuan Zhang MU ELM 113 84 0 08 Jul 2024
Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models Yimeng Zhang Xin Chen Jinghan Jia Yihua Zhang Chongyu Fan Jiancheng Liu Mingyi Hong Ke Ding Sijia Liu DiffM 126 68 0 24 May 2024
Machine Unlearning: A Comprehensive Survey Weiqi Wang Zhiyi Tian Chenhan Zhang Shui Yu MU AILaw 90 18 0 13 May 2024
Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach Mir Rayat Imtiaz Hossain Mennatullah Siam Leonid Sigal James J. Little VLM 100 7 0 17 Apr 2024
Exploring the Transferability of Visual Prompting for Multimodal Large Language Models Yichi Zhang Yinpeng Dong Siyuan Zhang Tianzan Min Hang Su Jun Zhu LRM VLM 121 8 0 17 Apr 2024
Dissecting Language Models: Machine Unlearning via Selective Pruning Nicholas Pochinkov Nandi Schoots MILM MU 75 23 0 02 Mar 2024
Loss-Free Machine Unlearning Jack Foster Stefan Schoepf Alexandra Brintrup MU 79 3 0 29 Feb 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 191 120 0 13 Feb 2024
Selective Forgetting: Advancing Machine Unlearning Techniques and Evaluation in Language Models Lingzhi Wang Xingshan Zeng Jinsong Guo Kam-Fai Wong Georg Gottlob MU AAML KELM 49 18 0 08 Feb 2024
Machine Unlearning in Large Language Models Kongyang Chen Zixin Wang Bing Mi Waixi Liu Shaowei Wang Xiaojun Ren Jiaxing Shen MU 76 13 0 03 Feb 2024
Machine Unlearning for Image-to-Image Generative Models Guihong Li Hsiang Hsu Chun-Fu Chen R. Marculescu MU VLM 148 30 0 01 Feb 2024
Towards Effective and General Graph Unlearning via Mutual Evolution Miao Hu Yulin Zhao Zhengyu Wu Wentao Zhang Ronghua Li Guoren Wang MU 115 18 0 22 Jan 2024
Fast Model Debias with Machine Unlearning Ruizhe Chen Jianfei Yang Huimin Xiong Jianhong Bai Tianxiang Hu Jinxiang Hao Yang Feng Qiufeng Wang Jian Wu Zuo-Qiang Liu MU 123 69 0 19 Oct 2023
SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation Chongyu Fan Jiancheng Liu Yihua Zhang Eric Wong Dennis Wei Sijia Liu MU 143 150 0 19 Oct 2023
Fast Machine Unlearning Without Retraining Through Selective Synaptic Dampening Jack Foster Stefan Schoepf Alexandra Brintrup MU 87 102 0 15 Aug 2023