Fast Yet Effective Machine Unlearning

17 November 2021

Papers citing "Fast Yet Effective Machine Unlearning"

50 / 113 papers shown

Title
Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction Yuyang Xue Jingshuai Liu Steven G. McDonagh Sotirios A. Tsaftaris MU 16 1 0 24 May 2024
Towards Natural Machine Unlearning Zhengbao He Tao Li Xinwen Cheng Zhehao Huang Xiaolin Huang MU 22 3 0 24 May 2024
Machine Unlearning in Large Language Models Saaketh Koundinya Gundavarapu Shreya Agarwal Arushi Arora Chandana Thimmalapura Jagadeeshaiah MU 11 0 0 24 May 2024
Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity Hanlin Gu W. Ong Chee Seng Chan Lixin Fan MU 21 7 0 23 May 2024
Generative Unlearning for Any Identity Juwon Seo Sung-Hoon Lee Tae-Young Lee Seungjun Moon Gyeong-Moon Park 32 5 0 16 May 2024
Machine Unlearning: A Comprehensive Survey Weiqi Wang Zhiyi Tian Chenhan Zhang Shui Yu MU AILaw 30 13 0 13 May 2024
Machine Unlearning for Document Classification Lei Kang Mohamed Ali Souibgui Fei Yang Lluís Gómez Ernest Valveny Dimosthenis Karatzas MU AILaw 31 4 0 29 Apr 2024
Ungeneralizable Examples Jing Ye Xinchao Wang 28 4 0 22 Apr 2024
Is Retain Set All You Need in Machine Unlearning? Restoring Performance of Unlearned Models with Out-Of-Distribution Images Jacopo Bonato Marco Cotogni Luigi Sabetta MU CLL 42 4 0 19 Apr 2024
Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models Shao Shen Chenhao Zhang Yawen Zhao Alina Bialkowski Tony Weitong Chen Miao Xu MU 25 6 0 31 Mar 2024
Partially Blinded Unlearning: Class Unlearning for Deep Networks a Bayesian Perspective Subhodip Panda S. Sourav Prathosh A.P. MU 34 1 0 24 Mar 2024
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Approximate Unlearning Completeness Cheng-Long Wang Qi Li Zihang Xiang Yinzhi Cao Di Wang MU 19 1 0 19 Mar 2024
Efficient Knowledge Deletion from Trained Models through Layer-wise Partial Machine Unlearning Vinay Chakravarthi Gogineni E. Nadimi MU 21 1 0 12 Mar 2024
Guardrail Baselines for Unlearning in LLMs Pratiksha Thaker Yash Maurya Shengyuan Hu Zhiwei Steven Wu Virginia Smith MU 43 37 0 05 Mar 2024
Dissecting Language Models: Machine Unlearning via Selective Pruning Nicholas Pochinkov Nandi Schoots MILM MU 16 5 0 02 Mar 2024
Machine Unlearning of Pre-trained Large Language Models Jin Yao Eli Chien Minxin Du Xinyao Niu Tianhao Wang Zezhou Cheng Xiang Yue MU 50 34 0 23 Feb 2024
Corrective Machine Unlearning Shashwat Goel Ameya Prabhu Philip H. S. Torr Ponnurangam Kumaraguru Amartya Sanyal OnRL 25 13 0 21 Feb 2024
ViT-MUL: A Baseline Study on Recent Machine Unlearning Methods Applied to Vision Transformers Ikhyun Cho Changyeon Park J. Hockenmaier 18 0 0 07 Feb 2024
Parameter-tuning-free data entry error unlearning with adaptive selective synaptic dampening Stefan Schoepf Jack Foster Alexandra Brintrup MU 10 6 0 06 Feb 2024
An Information Theoretic Approach to Machine Unlearning Jack Foster Kyle Fogarty Stefan Schoepf Cengiz Öztireli Alexandra Brintrup MU 26 4 0 02 Feb 2024
Federated Unlearning: a Perspective of Stability and Fairness Jiaqi Shao Tao Lin Xuanyu Cao Bing Luo MU 15 7 0 02 Feb 2024
Machine Unlearning for Image-to-Image Generative Models Guihong Li Hsiang Hsu Chun-Fu Chen R. Marculescu MU VLM 64 24 0 01 Feb 2024
Dataset Condensation Driven Machine Unlearning Junaid Iqbal Khan DD 25 1 0 31 Jan 2024
CaMU: Disentangling Causal Effects in Deep Model Unlearning Shao Shen Chenhao Zhang Alina Bialkowski Weitong Chen Miao Xu CML MU 14 2 0 30 Jan 2024
Contrastive Unlearning: A Contrastive Approach to Machine Unlearning Hong kyu Lee Qiuchen Zhang Carl Yang Jian Lou Li Xiong MU SSL 11 4 0 19 Jan 2024
Attack and Reset for Unlearning: Exploiting Adversarial Noise toward Machine Unlearning through Parameter Re-initialization Yoonhwa Jung Ikhyun Cho Shun-Hsiang Hsu J. Hockenmaier AAML MU 12 4 0 17 Jan 2024
EraseDiff: Erasing Data Influence in Diffusion Models Jing Wu Trung Le Munawar Hayat Mehrtash Harandi DiffM 64 14 0 11 Jan 2024
Scissorhands: Scrub Data Influence via Connection Sensitivity in Networks Jing Wu Mehrtash Harandi 23 12 0 11 Jan 2024
Machine unlearning through fine-grained model parameters perturbation Zhiwei Zuo Zhuo Tang KenLi Li Anwitaman Datta AAML MU 19 0 0 09 Jan 2024
DUCK: Distance-based Unlearning via Centroid Kinematics Marco Cotogni Jacopo Bonato Luigi Sabetta Francesco Pelosin Alessandro Nicolosi MU 33 7 0 04 Dec 2023
Deep Unlearning: Fast and Efficient Training-free Approach to Class Forgetting Sangamesh Kodge Gobinda Saha Kaushik Roy MU CLL 14 0 0 01 Dec 2023
Unlearning via Sparse Representations Vedant Shah Frederik Trauble Ashish Malik Hugo Larochelle Michael C. Mozer Sanjeev Arora Yoshua Bengio Anirudh Goyal MU 11 9 0 26 Nov 2023
CovarNav: Machine Unlearning via Model Inversion and Covariance Navigation Ali Abbasi Chayne Thrash Elaheh Akbari Daniel Zhang Soheil Kolouri MU 16 3 0 21 Nov 2023
MultiDelete for Multimodal Machine Unlearning Jiali Cheng Hadi Amiri MU 36 7 0 18 Nov 2023
DeepClean: Machine Unlearning on the Cheap by Resetting Privacy Sensitive Weights using the Fisher Diagonal Jiaeli Shi Najah F. Ghalyan Kostis Gourgoulias John Buford Sean J. Moran MU 8 2 0 17 Nov 2023
Large Language Model Unlearning Yuanshun Yao Xiaojun Xu Yang Liu MU 13 108 0 14 Oct 2023
Distill to Delete: Unlearning in Graph Networks with Knowledge Distillation Yash Sinha Murari Mandal Mohan S. Kankanhalli MU 19 10 0 28 Sep 2023
A Duty to Forget, a Right to be Assured? Exposing Vulnerabilities in Machine Unlearning Services Hongsheng Hu Shuo Wang Jiamin Chang Haonan Zhong Ruoxi Sun Shuang Hao Haojin Zhu Minhui Xue MU 14 25 0 15 Sep 2023
My Art My Choice: Adversarial Protection Against Unruly AI Anthony Rhodes Ram Bhagat U. Ciftci Ilke Demir DiffM 20 4 0 06 Sep 2023
Generative Adversarial Networks Unlearning Hui Sun Tianqing Zhu Wenhan Chang Wanlei Zhou MU GAN 17 6 0 19 Aug 2023
Fast Machine Unlearning Without Retraining Through Selective Synaptic Dampening Jack Foster Stefan Schoepf Alexandra Brintrup MU 20 82 0 15 Aug 2023
Machine Unlearning: Solutions and Challenges Jie Xu Zihan Wu Cong Wang Xiaohua Jia MU 30 45 0 14 Aug 2023
Towards Regulatable AI Systems: Technical Gaps and Policy Opportunities Xudong Shen H. Brown Jiashu Tao Martin Strobel Yao Tong Akshay Narayan Harold Soh Finale Doshi-Velez 11 3 0 22 Jun 2023
One-Shot Machine Unlearning with Mnemonic Code Tomoya Yamashita Masanori Yamada Takashi Shibata MU 10 1 0 09 Jun 2023
Machine Unlearning: A Survey Heng Xu Tianqing Zhu Lefeng Zhang Wanlei Zhou Philip S. Yu MU 26 19 0 06 Jun 2023
Machine Unlearning: its nature, scope, and importance for a "delete culture" Luciano Floridi AILaw MU 19 6 0 24 May 2023
Editing Large Language Models: Problems, Methods, and Opportunities Yunzhi Yao Peng Wang Bo Tian Shuyang Cheng Zhoubo Li Shumin Deng Huajun Chen Ningyu Zhang KELM 30 275 0 22 May 2023
Exploring the Landscape of Machine Unlearning: A Comprehensive Survey and Taxonomy T. Shaik Xiaohui Tao Haoran Xie Lin Li Xiaofeng Zhu Qingyuan Li MU 30 25 0 10 May 2023
Multi-Class Unlearning for Image Classification via Weight Filtering Samuele Poppi Sara Sarto Marcella Cornia Lorenzo Baraldi Rita Cucchiara MU 14 5 0 04 Apr 2023
Boundary Unlearning Min Chen Weizhuo Gao Gaoyang Liu Kai Peng Chen Wang MU 101 69 0 21 Mar 2023