Machine Unlearning

9 December 2019

Lucas Bourtoule

Varun Chandrasekaran

Christopher A. Choquette-Choo

Papers citing "Machine Unlearning"

50 / 524 papers shown

Title
Exploring Criteria of Loss Reweighting to Enhance LLM Unlearning Puning Yang Qizhou Wang Zhuo Huang Tongliang Liu Chengqi Zhang Bo Han MU 18 0 0 17 May 2025
Privacy-Aware Lifelong Learning Ozan Özdenizci Elmar Rueckert Robert Legenstein CLL MU KELM 23 0 0 16 May 2025
Defending the Edge: Representative-Attention for Mitigating Backdoor Attacks in Federated Learning Chibueze Peace Obioma Youcheng Sun Mustafa A. Mustafa AAML 26 0 0 15 May 2025
Enabling Group Fairness in Graph Unlearning via Bi-level Debiasing Yezi Liu Prathyush P. Poduval Wenjun Huang Yang Ni Hanning Chen Mohsen Imani MU 35 0 0 14 May 2025
MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Xiang Li Bhavani Thuraisingham Wenqi Wei MU AILaw ELM 39 0 0 13 May 2025
Online Learning and Unlearning Yaxi Hu Bernhard Schölkopf Amartya Sanyal MU OnRL 45 0 0 13 May 2025
Certified Data Removal Under High-dimensional Settings Haolin Zou Arnab Auddy Yongchan Kwon Kamiar Rahnama Rad A. Maleki MU 39 0 0 12 May 2025
PRUNE: A Patching Based Repair Framework for Certiffable Unlearning of Neural Networks Xuzhao Li Jingyi Wang Xiaohan Yuan Peixin Zhang Zhanyue Qin Zhibo Wang Kui Ren AAML MU 52 0 0 10 May 2025
WaterDrum: Watermarking for Data-centric Unlearning Metric Xinyang Lu Xinyuan Niu Gregory Kang Ruey Lau Bui Thi Cam Nhung Rachael Hwee Ling Sim Fanyu Wen Chuan-Sheng Foo Szu Hui Ng Bryan Kian Hsiang Low MU 61 0 0 08 May 2025
OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models Xiaoyu Xu Minxin Du Qingqing Ye Haibo Hu MU 57 0 0 07 May 2025
DualOptim: Enhancing Efficacy and Stability in Machine Unlearning with Dual Optimizers Xuyang Zhong Haochen Luo Chen Liu MU 32 0 0 22 Apr 2025
Backdoor Defense in Diffusion Models via Spatial Attention Unlearning Abha Jha Ashwath Vaithinathan Aravindan Matthew Salaway Atharva Sandeep Bhide Duygu Nur Yaldiz AAML 70 0 0 21 Apr 2025
Verifying Robust Unlearning: Probing Residual Knowledge in Unlearned Models Hao Xuan Xingyu Li AAML MU 48 0 0 21 Apr 2025
DP2Unlearning: An Efficient and Guaranteed Unlearning Framework for LLMs Tamim Al Mahmud N. Jebreel Josep Domingo-Ferrer David Sánchez MU 32 0 0 18 Apr 2025
A mean teacher algorithm for unlearning of language models Yegor Klochkov MU 162 0 0 18 Apr 2025
Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization Gen Li Yang Xiao Jie Ji Kaiyuan Deng Bo Hui Linke Guo Xiaolong Ma 26 0 0 12 Apr 2025
Preserving Privacy Without Compromising Accuracy: Machine Unlearning for Handwritten Text Recognition Lei Kang Xuanshuo Fu Lluís Gómez Alicia Fornés Ernest Valveny Dimosthenis Karatzas MU 42 0 0 11 Apr 2025
$SAEs $\textit{Can}$ Improve Unlearning: Dynamic Sparse Autoencoder Guardrails for Precision Unlearning in LLMs$ SAEs $\textit{Can}$ Improve Unlearning: Dynamic Sparse Autoencoder Guardrails for Precision Unlearning in LLMs Aashiq Muhamed Jacopo Bonato Mona Diab Virginia Smith MU 66 0 0 11 Apr 2025
A Neuro-inspired Interpretation of Unlearning in Large Language Models through Sample-level Unlearning Difficulty Xiaohua Feng Yuyuan Li C. Wang Junlin Liu L. Zhang Chaochao Chen MU 34 0 0 09 Apr 2025
Understanding Machine Unlearning Through the Lens of Mode Connectivity Jiali Cheng Hadi Amiri MU 155 0 0 08 Apr 2025
Sharpness-Aware Parameter Selection for Machine Unlearning Saber Malekmohammadi Hong kyu Lee Li Xiong MU 175 0 0 08 Apr 2025
Not All Data Are Unlearned Equally Aravind Krishnan Siva Reddy Marius Mosbach MU 163 1 0 07 Apr 2025
Exact Unlearning of Finetuning Data via Model Merging at Scale Kevin Kuo Amrith Rajagopal Setlur Kartik Srinivas Aditi Raghunathan Virginia Smith MoMe CLL MU 45 0 0 06 Apr 2025
ESC: Erasing Space Concept for Knowledge Deletion Tae-Young Lee Sundong Park M. Jeon Hyoseok Hwang Gyeong-Moon Park KELM MU 42 0 0 03 Apr 2025
Sky of Unlearning (SoUL): Rewiring Federated Machine Unlearning via Selective Pruning Md Mahabub Uz Zaman Xiang Sun Jingjing Yao MU 32 0 0 02 Apr 2025
Prompting Forgetting: Unlearning in GANs via Textual Guidance Piyush Nagasubramaniam Neeraj Karamchandani Chen Wu Sencun Zhu DiffM AILaw MU 54 0 0 01 Apr 2025
Benchmarking Federated Machine Unlearning methods for Tabular Data Chenguang Xiao Abhirup Ghosh Han Wu Shuo Wang Diederick van Thiel MU 47 0 0 01 Apr 2025
Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks Yu Zhou Dian Zheng Qijie Mo Renjie Lu Kun-Yu Lin Wei-Shi Zheng MU 68 0 0 31 Mar 2025
A Survey on Unlearnable Data Jiahao Li Yiqiang Chen Yunbing Xing Yang Gu Xiangyuan Lan AAML 58 0 0 30 Mar 2025
SUV: Scalable Large Language Model Copyright Compliance with Regularized Selective Unlearning Tianyang Xu Xiaoze Liu Feijie Wu Xiaoqian Wang Jing Gao MU 61 0 0 29 Mar 2025
Instance-Level Data-Use Auditing of Visual ML Models Zonghao Huang Neil Zhenqiang Gong Michael K. Reiter MLAU 60 0 0 28 Mar 2025
Efficient Verified Machine Unlearning For Distillation Yijun Quan Zushu Li Giovanni Montana MU 29 0 0 28 Mar 2025
How Secure is Forgetting? Linking Machine Unlearning to Machine Learning Attacks M. Prabhakaran S. Nicolazzo Antonino Nocera Vinod Puthuvath AAML MU 96 0 0 26 Mar 2025
LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty Christoforos N. Spartalis T. Semertzidis Efstratios Gavves P. Daras MU 86 0 0 24 Mar 2025
Language Models May Verbatim Complete Text They Were Not Explicitly Trained On Ken Ziyu Liu Christopher A. Choquette-Choo Matthew Jagielski Peter Kairouz Sanmi Koyejo Percy Liang Nicolas Papernot 58 0 0 21 Mar 2025
ACE: A Cardinality Estimator for Set-Valued Queries Yufan Sheng Xin Cao Kaiqi Zhao Yixiang Fang Jianzhong Qi Wenjie Zhang Christian S. Jensen 62 0 0 19 Mar 2025
Deep Contrastive Unlearning for Language Models Estrid He Tabinda Sarwar Ibrahim Khalil X. Yi Ke Wang MU 58 0 0 19 Mar 2025
Robust Machine Unlearning for Quantized Neural Networks via Adaptive Gradient Reweighting with Similar Labels Yujia Tong Yuze Wang Jingling Yuan Chuang Hu NoLa 71 0 0 18 Mar 2025
Don't Forget It! Conditional Sparse Autoencoder Clamping Works for Unlearning Matthew Khoriaty Andrii Shportko Gustavo Mercier Zach Wood-Doughty MU 58 1 0 14 Mar 2025
Safety Mirage: How Spurious Correlations Undermine VLM Safety Fine-tuning Yiwei Chen Yuguang Yao Yihua Zhang Bingquan Shen Gaowen Liu Sijia Liu AAML MU 60 1 0 14 Mar 2025
Group-robust Machine Unlearning Thomas De Min Subhankar Roy Stéphane Lathuilière Elisa Ricci Massimiliano Mancini MU OOD 77 0 0 12 Mar 2025
UIPE: Enhancing LLM Unlearning by Removing Knowledge Related to Forgetting Targets Wenyu Wang Hao Fei Xiaotian Ye Z. Z. Ren Ziyang Chen Pengjie Ren MU KELM 189 0 0 06 Mar 2025
Node-level Contrastive Unlearning on Graph Neural Networks Hong kyu Lee Qiuchen Zhang Carl Yang Li Xiong MU 43 0 0 04 Mar 2025
AILS-NTUA at SemEval-2025 Task 4: Parameter-Efficient Unlearning for Large Language Models using Data Chunking Iraklis Premptis Maria Lymperaiou Giorgos Filandrianos Orfeas Menis Mastromichalakis Athanasios Voulodimos Giorgos Stamou MU 53 0 0 04 Mar 2025
CE-U: Cross Entropy Unlearning Bo Yang MU 53 0 0 03 Mar 2025
Machine Learners Should Acknowledge the Legal Implications of Large Language Models as Personal Data Henrik Nolte Michèle Finck Kristof Meding AILaw PILM 84 0 0 03 Mar 2025
Data Unlearning in Diffusion Models Silas Alberti Kenan Hasanaliyev Manav Shah Stefano Ermon DiffM MU 39 1 0 02 Mar 2025
AMUN: Adversarial Machine UNlearning A. Boroojeny Hari Sundaram Varun Chandrasekaran MU AAML 48 0 0 02 Mar 2025
Fast Adversarial Training against Sparse Attacks Requires Loss Smoothing Xuyang Zhong Yixiao Huang Chen Liu AAML 46 0 0 28 Feb 2025
Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter Zhengyi Zhong Weidong Bao Ji Wang Shuai Zhang Jingxuan Zhou Lingjuan Lyu Wei Yang Bryan Lim FedML MU 80 1 0 28 Feb 2025