Machine Unlearning

9 December 2019

Lucas Bourtoule

Varun Chandrasekaran

Christopher A. Choquette-Choo

Papers citing "Machine Unlearning"

50 / 524 papers shown

Title
Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models Jinxu Lin Linwei Tao Minjing Dong Chang Xu TDI 44 2 0 24 Oct 2024
WAGLE: Strategic Weight Attribution for Effective and Modular Unlearning in Large Language Models Jinghan Jia Jiancheng Liu Yihua Zhang Parikshit Ram Nathalie Baracaldo Sijia Liu MU 37 2 0 23 Oct 2024
Exploring Forgetting in Large Language Model Pre-Training Chonghua Liao Ruobing Xie Xingchen Sun Haowen Sun Zhanhui Kang CLL 38 0 0 22 Oct 2024
Catastrophic Failure of LLM Unlearning via Quantization Zhiwei Zhang Fali Wang Xiaomin Li Zongyu Wu Xianfeng Tang Hui Liu Qi He Wenpeng Yin Suhang Wang MU 42 6 0 21 Oct 2024
When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge? Shang Wang Tianqing Zhu Dayong Ye Wanlei Zhou MU 40 2 0 20 Oct 2024
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends Junjun Jiang Zengyuan Zuo Gang Wu Kui Jiang Xianming Liu 53 10 0 19 Oct 2024
"Confrontation or Acceptance": Understanding Novice Visual Artists' Perception towards AI-assisted Art Creation Shuning Zhang Shixuan Li 33 1 0 19 Oct 2024
Breaking Chains: Unraveling the Links in Multi-Hop Knowledge Unlearning Minseok Choi C. Park Dohyun Lee Jaegul Choo KELM MU 31 1 0 17 Oct 2024
Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices Xiaoyu Xia Ziqi Wang Ruoxi Sun B. Liu Ibrahim Khalil Minhui Xue MU 35 2 0 14 Oct 2024
Evaluating of Machine Unlearning: Robustness Verification Without Prior Modifications Heng Xu Tianqing Zhu Wanlei Zhou MU AAML 26 1 0 14 Oct 2024
Data Deletion for Linear Regression with Noisy SGD Zhangjie Xia Chi-Hua Wang Guang Cheng 30 2 0 12 Oct 2024
A Closer Look at Machine Unlearning for Large Language Models Xiaojian Yuan Tianyu Pang Chao Du Kejiang Chen Weiming Zhang Min-Bin Lin MU 43 5 0 10 Oct 2024
Unstable Unlearning: The Hidden Risk of Concept Resurgence in Diffusion Models Vinith Suriyakumar Rohan Alur Ayush Sekhari Manish Raghavan Ashia Wilson 55 2 0 10 Oct 2024
Unlearning-based Neural Interpretations Ching Lam Choi Alexandre Duplessis Serge Belongie FAtt 47 0 0 10 Oct 2024
TCGU: Data-centric Graph Unlearning based on Transferable Condensation Fan Li Xiaoyang Wang Dawei Cheng Wenjie Zhang Ying Zhang Xuemin Lin MU 33 2 0 09 Oct 2024
Machine Unlearning in Forgettability Sequence Junjie Chen Qian Chen Jian Lou Xiaoyu Zhang Kai Wu Zilong Wang MU 23 0 0 09 Oct 2024
Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning Chongyu Fan Jiancheng Liu Licong Lin Jinghan Jia Ruiqi Zhang Song Mei Sijia Liu MU 43 17 0 09 Oct 2024
OD-Stega: LLM-Based Near-Imperceptible Steganography via Optimized Distributions Yu-Shin Huang Peter Just Krishna Narayanan Chao Tian 37 4 0 06 Oct 2024
ConDa: Fast Federated Unlearning with Contribution Dampening Vikram S Chundawat Pushkar Niroula Prasanna Dhungana Stefan Schoepf Murari Mandal Alexandra Brintrup FedML 26 3 0 05 Oct 2024
A Probabilistic Perspective on Unlearning and Alignment for Large Language Models Yan Scholten Stephan Günnemann Leo Schwinn MU 60 6 0 04 Oct 2024
Mitigating Memorization In Language Models Mansi Sakarvadia Aswathy Ajith Arham Khan Nathaniel Hudson Caleb Geniesse Kyle Chard Yaoqing Yang Ian Foster Michael W. Mahoney KELM MU 58 1 0 03 Oct 2024
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 77 7 0 03 Oct 2024
Position: LLM Unlearning Benchmarks are Weak Measures of Progress Pratiksha Thaker Shengyuan Hu Neil Kale Yash Maurya Zhiwei Steven Wu Virginia Smith MU 53 10 0 03 Oct 2024
Deep Unlearn: Benchmarking Machine Unlearning Xavier F. Cadet Anastasia Borovykh Mohammad Malekzadeh S. Ahmadi-Abhari Hamed Haddadi BDL MU 37 1 0 02 Oct 2024
DynFrs: An Efficient Framework for Machine Unlearning in Random Forest Shurong Wang Zhuoyang Shen Xinbao Qiao Tongning Zhang Meng Zhang MU 26 0 0 02 Oct 2024
Unified Gradient-Based Machine Unlearning with Remain Geometry Enhancement Zhehao Huang Xinwen Cheng JingHao Zheng Haoran Wang Zhengbao He Tao Li X. Huang MU 47 6 0 29 Sep 2024
Psychometrics for Hypnopaedia-Aware Machinery via Chaotic Projection of Artificial Mental Imagery Ching-Chun Chang Kai Gao Shuying Xu Anastasia Kordoni Christopher Leckie Isao Echizen 24 0 0 29 Sep 2024
An Adversarial Perspective on Machine Unlearning for AI Safety Jakub Łucki Boyi Wei Yangsibo Huang Peter Henderson F. Tramèr Javier Rando MU AAML 73 32 0 26 Sep 2024
Alternate Preference Optimization for Unlearning Factual Knowledge in Large Language Models Anmol Mekala Vineeth Dorna Shreya Dubey Abhishek Lalwani David Koleczek Mukund Rungta Sadid Hasan Elita Lobo KELM MU 38 3 0 20 Sep 2024
Score Forgetting Distillation: A Swift, Data-Free Method for Machine Unlearning in Diffusion Models Tianqi Chen Shujian Zhang Mingyuan Zhou DiffM 83 3 0 17 Sep 2024
Unlearning or Concealment? A Critical Analysis and Evaluation Metrics for Unlearning in Diffusion Models Aakash Sen Sharma Niladri Sarkar Vikram S Chundawat Ankur Mali Murari Mandal DiffM MU 38 4 0 09 Sep 2024
Accurate Forgetting for All-in-One Image Restoration Model Xin Su Zhuoran Zheng CLL 28 1 0 01 Sep 2024
Is Difficulty Calibration All We Need? Towards More Practical Membership Inference Attacks Yu He Boheng Li Yao Wang Mengda Yang Juan Wang Hongxin Hu Xingyu Zhao 27 4 0 31 Aug 2024
Modularity in Transformers: Investigating Neuron Separability & Specialization Nicholas Pochinkov Thomas Jones Mohammed Rashidur Rahman 32 0 0 30 Aug 2024
LLM Defenses Are Not Robust to Multi-Turn Human Jailbreaks Yet Nathaniel Li Ziwen Han Ian Steneker Willow Primack Riley Goodside Hugh Zhang Zifan Wang Cristina Menghini Summer Yue AAML MU 46 40 0 27 Aug 2024
CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper Influence Chaochao Chen Jiaming Zhang Yizhao Zhang Li Zhang Lingjuan Lyu Yuyuan Li Biao Gong Chenggang Yan CML ELM MU 42 3 0 26 Aug 2024
LLM-PBE: Assessing Data Privacy in Large Language Models Qinbin Li Junyuan Hong Chulin Xie Jeffrey Tan Rachel Xin ... Dan Hendrycks Zhangyang Wang Bo Li Bingsheng He Dawn Song ELM PILM 40 13 0 23 Aug 2024
A Unified Framework for Continual Learning and Machine Unlearning Romit Chatterjee Vikram S Chundawat Ayush K Tarun Ankur Mali Murari Mandal CLL MU 27 0 0 21 Aug 2024
Community-Centric Graph Unlearning Yi Li Shichao Zhang Guixian Zhang Debo Cheng MU 24 0 0 19 Aug 2024
Scalable and Certifiable Graph Unlearning: Overcoming the Approximation Error Barrier Lu Yi Zhewei Wei MU 64 2 0 17 Aug 2024
Fishers Harvest Parallel Unlearning in Inherited Model Networks Xiao Liu Mingyuan Li Xu Wang Guangsheng Yu Wei Ni Lixiang Li Haipeng Peng Renping Liu MoMe MU AI4CE 43 2 0 16 Aug 2024
The Future of Open Human Feedback Shachar Don-Yehiya Ben Burtenshaw Ramon Fernandez Astudillo Cailean Osborne Mimansa Jaiswal ... Omri Abend Jennifer Ding Sara Hooker Hannah Rose Kirk Leshem Choshen VLM ALM 62 4 0 15 Aug 2024
Towards flexible perception with visual memory Robert Geirhos P. Jaini Austin Stone Sourabh Medapati Xi Yi G. Toderici Abhijit Ogale Jonathon Shlens 42 1 0 15 Aug 2024
Neural Machine Unranking Jingrui Hou Axel Finke Georgina Cosma MU 32 0 0 09 Aug 2024
Get Confused Cautiously: Textual Sequence Memorization Erasure with Selective Entropy Maximization Zhaohan Zhang Ziquan Liu Ioannis Patras 39 2 0 09 Aug 2024
UNLEARN Efficient Removal of Knowledge in Large Language Models Tyler Lizzo Larry Heck KELM MoMe MU 46 1 0 08 Aug 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 56 16 0 06 Aug 2024
Verification of Machine Unlearning is Fragile Binchi Zhang Zihan Chen Cong Shen Wenlin Yao AAML 79 5 0 01 Aug 2024
On the Limitations and Prospects of Machine Unlearning for Generative AI Shiji Zhou Lianzhe Wang Jiangnan Ye Yongliang Wu Heng Chang MU 46 5 0 01 Aug 2024
Towards Certified Unlearning for Deep Neural Networks Binchi Zhang Yushun Dong Tianhao Wang Wenlin Yao MU 64 7 0 01 Aug 2024