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Machine Unlearning

MU
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Machine Unlearning is a process that allows a machine learning model to forget specific data points, ensuring that the model can be updated without retaining sensitive or outdated information.

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50 / 1,013 papers shown
Title
RapidUn: Influence-Driven Parameter Reweighting for Efficient Large Language Model Unlearning
RapidUn: Influence-Driven Parameter Reweighting for Efficient Large Language Model Unlearning
Guoshenghui Zhao
Huawei Lin
Weijie Zhao
MU
4
0
0
04 Dec 2025
RippleBench: Capturing Ripple Effects Using Existing Knowledge Repositories
RippleBench: Capturing Ripple Effects Using Existing Knowledge Repositories
Roy Rinberg
Usha Bhalla
Igor Shilov
Flavio P. Calmon
Rohit Gandikota
KELMMU
79
0
0
03 Dec 2025
Grokked Models are Better Unlearners
Grokked Models are Better Unlearners
Yuanbang Liang
Yang Li
MUOOD
101
0
0
03 Dec 2025
Distill, Forget, Repeat: A Framework for Continual Unlearning in Text-to-Image Diffusion Models
Distill, Forget, Repeat: A Framework for Continual Unlearning in Text-to-Image Diffusion Models
Naveen George
Naoki Murata
Yuhta Takida
Konda Reddy Mopuri
Yuki Mitsufuji
DiffMMU
175
0
0
02 Dec 2025
Supervised Contrastive Machine Unlearning of Background Bias in Sonar Image Classification with Fine-Grained Explainable AI
Supervised Contrastive Machine Unlearning of Background Bias in Sonar Image Classification with Fine-Grained Explainable AI
Kamal Basha S
Athira Nambiar
MU
24
0
0
01 Dec 2025
Adaptive-lambda Subtracted Importance Sampled Scores in Machine Unlearning for DDPMs and VAEs
Adaptive-lambda Subtracted Importance Sampled Scores in Machine Unlearning for DDPMs and VAEs
MohammadParsa Dini
Human Jafari
Sajjad Amini
MohammadMahdi Mojahedian
MU
76
0
0
30 Nov 2025
Teleportation-Based Defenses for Privacy in Approximate Machine Unlearning
Teleportation-Based Defenses for Privacy in Approximate Machine Unlearning
Mohammad M Maheri
Xavier Cadet
Peter Chin
Hamed Haddadi
AAMLMU
28
0
0
29 Nov 2025
TIM-PRM: Verifying multimodal reasoning with Tool-Integrated PRM
TIM-PRM: Verifying multimodal reasoning with Tool-Integrated PRM
Peng Kuang
Xiangxiang Wang
Wentao Liu
Jian Dong
Kaidi Xu
Haohan Wang
MULRM
32
0
0
28 Nov 2025
FedSGT: Exact Federated Unlearning via Sequential Group-based Training
FedSGT: Exact Federated Unlearning via Sequential Group-based Training
Bokang Zhang
Hong Guan
Hong kyu Lee
Ruixuan Liu
Jia Zou
Li Xiong
MUFedML
32
0
0
28 Nov 2025
FedAU2: Attribute Unlearning for User-Level Federated Recommender Systems with Adaptive and Robust Adversarial Training
FedAU2: Attribute Unlearning for User-Level Federated Recommender Systems with Adaptive and Robust Adversarial Training
Yuyuan Li
Junjie Fang
Fengyuan Yu
Xichun Sheng
Tianyu Du
Xuyang Teng
Shaowei Jiang
Linbo Jiang
Jianan Lin
Chaochao Chen
MU
107
0
0
28 Nov 2025
Illuminating the Black Box: Real-Time Monitoring of Backdoor Unlearning in CNNs via Explainable AI
Illuminating the Black Box: Real-Time Monitoring of Backdoor Unlearning in CNNs via Explainable AI
Tien Dat Hoang
AAMLMU
79
0
0
26 Nov 2025
Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning
Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning
Zhen Zeng
Leijiang Gu
Zhangling Duan
Feng-Qiang Li
Zenglin Shi
Cees G. M. Snoek
Meng Wang
KELMMUCLL
109
0
0
25 Nov 2025
Forgetting by Pruning: Data Deletion in Join Cardinality Estimation
Forgetting by Pruning: Data Deletion in Join Cardinality Estimation
Chaowei He
Yuanjun Liu
Qingzhi Ma
Shenyuan Ren
Xizhao Luo
Lei Zhao
An Liu
MU
60
0
0
25 Nov 2025
POUR: A Provably Optimal Method for Unlearning Representations via Neural Collapse
POUR: A Provably Optimal Method for Unlearning Representations via Neural Collapse
Anjie Le
Can Peng
Yuyuan Liu
J. A. Noble
MU
56
0
0
24 Nov 2025
Hierarchical Dual-Strategy Unlearning for Biomedical and Healthcare Intelligence Using Imperfect and Privacy-Sensitive Medical Data
Hierarchical Dual-Strategy Unlearning for Biomedical and Healthcare Intelligence Using Imperfect and Privacy-Sensitive Medical Data
Y. Zhang
Tianxiang Xu
Z. Li
Chao Zhang
Kunyu Zhang
Zhan Gao
Meinuo Li
Xiaohan Zhang
Qichao Qi
B. Chen
MU
46
0
0
23 Nov 2025
Xmodel-2.5: 1.3B Data-Efficient Reasoning SLM
Xmodel-2.5: 1.3B Data-Efficient Reasoning SLM
Yang Liu
Xiaolong Zhong
Ling Jiang
LLMAGMUMoELRM
216
0
0
23 Nov 2025
SineProject: Machine Unlearning for Stable Vision Language Alignment
SineProject: Machine Unlearning for Stable Vision Language Alignment
Arpit Garg
Hemanth Saratchandran
Simon Lucey
MU
73
0
0
23 Nov 2025
Geometric-Disentangelment Unlearning
Geometric-Disentangelment Unlearning
Duo Zhou
Yuji Zhang
Tianxin Wei
Ruizhong Qiu
Ke Yang
...
Cheng Qian
Jingrui He
Hanghang Tong
Heng Ji
Huan Zhang
MU
89
0
0
21 Nov 2025
Certified Signed Graph Unlearning
Certified Signed Graph Unlearning
Junpeng Zhao
Lin Li
Kaixi Hu
Kaize Shi
Jingling Yuan
MU
177
0
0
18 Nov 2025
Selective Forgetting in Option Calibration: An Operator-Theoretic Gauss-Newton Framework
Selective Forgetting in Option Calibration: An Operator-Theoretic Gauss-Newton Framework
Ahmet Umur Özsoy
MU
97
0
0
18 Nov 2025
Synthetic Forgetting without Access: A Few-shot Zero-glance Framework for Machine Unlearning
Synthetic Forgetting without Access: A Few-shot Zero-glance Framework for Machine Unlearning
Qipeng Song
Nan Yang
Ziqi Xu
Yue Li
Wei Shao
Feng Xia
MU
64
0
0
17 Nov 2025
AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models
AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models
Haokun Chen
Jianing Li
Y. Zhang
Jinhe Bi
Yan Xia
Jindong Gu
Volker Tresp
MU
253
0
0
14 Nov 2025
Forgetting-MarI: LLM Unlearning via Marginal Information Regularization
Forgetting-MarI: LLM Unlearning via Marginal Information Regularization
Shizhou Xu
Yuan Ni
Stefan Broecker
Thomas Strohmer
MU
79
0
0
14 Nov 2025
Unlearning Imperative: Securing Trustworthy and Responsible LLMs through Engineered Forgetting
Unlearning Imperative: Securing Trustworthy and Responsible LLMs through Engineered Forgetting
James Jin Kang
Dang Bui
Thanh Pham
Huo-Chong Ling
MU
162
0
0
13 Nov 2025
Spatio-Temporal Graph Unlearning
Spatio-Temporal Graph Unlearning
Qiming Guo
Wenbo Sun
Wenlu Wang
MU
114
0
0
12 Nov 2025
Probing then Editing: A Push-Pull Framework for Retain-Free Machine Unlearning in Industrial IoT
Probing then Editing: A Push-Pull Framework for Retain-Free Machine Unlearning in Industrial IoT
Jiao Chen
Weihua Li
Jianhua Tang
MUKELM
85
0
0
12 Nov 2025
Beyond Superficial Forgetting: Thorough Unlearning through Knowledge Density Estimation and Block Re-insertion
Beyond Superficial Forgetting: Thorough Unlearning through Knowledge Density Estimation and Block Re-insertion
Feng Guo
Yuntao Wen
Shen Gao
Junshuo Zhang
Shuo Shang
KELMMU
270
0
0
11 Nov 2025
Towards Provably Unlearnable Examples via Bayes Error Optimisation
Towards Provably Unlearnable Examples via Bayes Error Optimisation
Ruihan Zhang
Jun Sun
Ee-Peng Lim
Peixin Zhang
MU
153
0
0
11 Nov 2025
Beyond Uniform Deletion: A Data Value-Weighted Framework for Certified Machine Unlearning
Beyond Uniform Deletion: A Data Value-Weighted Framework for Certified Machine Unlearning
Lisong He
Yi Yang
Xiangyu Chang
MU
168
0
0
10 Nov 2025
Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models
Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models
K. Li
Wenhao Li
Di Wu
Lei Yang
Jun Bai
Ju Jia
Jason Xue
MUKELM
174
0
0
10 Nov 2025
Learning to Fast Unrank in Collaborative Filtering Recommendation
Learning to Fast Unrank in Collaborative Filtering Recommendation
Junpeng Zhao
Lin Li
Ming Li
Amran Bhuiyan
Jimmy Xiangji Huang
MU
90
0
0
10 Nov 2025
DRAGON: Guard LLM Unlearning in Context via Negative Detection and Reasoning
DRAGON: Guard LLM Unlearning in Context via Negative Detection and ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2025
Y. Wang
Chris Yuhao Liu
Quan Liu
Jinglong Pang
Wei Wei
Yujia Bao
Yang Liu
MU
224
1
0
08 Nov 2025
When Object-Centric World Models Meet Policy Learning: From Pixels to Policies, and Where It Breaks
When Object-Centric World Models Meet Policy Learning: From Pixels to Policies, and Where It Breaks
Stefano Ferraro
Akihiro Nakano
Masahiro Suzuki
Yutaka Matsuo
OCLMU
229
0
0
08 Nov 2025
Leak@$k$: Unlearning Does Not Make LLMs Forget Under Probabilistic Decoding
Leak@kkk: Unlearning Does Not Make LLMs Forget Under Probabilistic Decoding
Hadi Reisizadeh
Jiajun Ruan
Yiwei Chen
Soumyadeep Pal
Sijia Liu
Mingyi Hong
MU
260
0
0
07 Nov 2025
REMIND: Input Loss Landscapes Reveal Residual Memorization in Post-Unlearning LLMs
REMIND: Input Loss Landscapes Reveal Residual Memorization in Post-Unlearning LLMs
Liran Cohen
Yaniv Nemcovesky
Avi Mendelson
MUAAMLCLLKELM
183
0
0
06 Nov 2025
PrivacyCD: Hierarchical Unlearning for Protecting Student Privacy in Cognitive Diagnosis
PrivacyCD: Hierarchical Unlearning for Protecting Student Privacy in Cognitive Diagnosis
Mingliang Hou
Yinuo Wang
Teng Guo
Zitao Liu
Wenzhou Dou
Jiaqi Zheng
Renqiang Luo
Mi Tian
Weiqi Luo
MU
228
0
0
06 Nov 2025
Improving Unlearning with Model Updates Probably Aligned with Gradients
Improving Unlearning with Model Updates Probably Aligned with Gradients
Virgile Dine
Teddy Furon
Charly Faure
MU
120
0
0
04 Nov 2025
AutoAdv: Automated Adversarial Prompting for Multi-Turn Jailbreaking of Large Language Models
AutoAdv: Automated Adversarial Prompting for Multi-Turn Jailbreaking of Large Language Models
Aashray Reddy
Andrew Zagula
Nicholas Saban
Kevin Zhu
AAMLMUSILM
447
0
0
04 Nov 2025
The Realignment Problem: When Right becomes Wrong in LLMs
The Realignment Problem: When Right becomes Wrong in LLMs
Aakash Sen Sharma
Debdeep Sanyal
Vivek Srivastava
Shirish Karande
Murari Mandal
MU
113
0
0
04 Nov 2025
Protecting the Neural Networks against FGSM Attack Using Machine Unlearning
Protecting the Neural Networks against FGSM Attack Using Machine Unlearning
Amir Hossein Khorasani
Ali Jahanian
Maryam Rastgarpour
AAMLMU
92
0
0
03 Nov 2025
EraseFlow: Learning Concept Erasure Policies via GFlowNet-Driven Alignment
EraseFlow: Learning Concept Erasure Policies via GFlowNet-Driven Alignment
Abhiram Kusumba
Maitreya Patel
Kyle Min
Changhoon Kim
Chitta Baral
Yezhou Yang
MU
378
1
0
02 Nov 2025
On the limitation of evaluating machine unlearning using only a single training seed
On the limitation of evaluating machine unlearning using only a single training seed
Jamie Lanyon
Axel Finke
Petros Andreou
Georgina Cosma
MU
298
0
0
30 Oct 2025
MPRU: Modular Projection-Redistribution Unlearning as Output Filter for Classification Pipelines
MPRU: Modular Projection-Redistribution Unlearning as Output Filter for Classification Pipelines
Minyi Peng
Darian Gunamardi
Ivan Tjuawinata
K. Lam
MU
218
0
0
30 Oct 2025
A Survey on Unlearning in Large Language Models
A Survey on Unlearning in Large Language Models
Ruichen Qiu
Jiajun Tan
Jiayue Pu
Honglin Wang
Xiao-Shan Gao
Fei Sun
MUAILawPILM
474
0
0
29 Oct 2025
The Limits of Obliviate: Evaluating Unlearning in LLMs via Stimulus-Knowledge Entanglement-Behavior Framework
The Limits of Obliviate: Evaluating Unlearning in LLMs via Stimulus-Knowledge Entanglement-Behavior Framework
Aakriti Shah
Thai Le
MUKELM
122
0
0
29 Oct 2025
Uncovering the Potential Risks in Unlearning: Danger of English-only Unlearning in Multilingual LLMs
Uncovering the Potential Risks in Unlearning: Danger of English-only Unlearning in Multilingual LLMs
Kyomin Hwang
Hyeonjin Kim
Seungyeon Kim
Sunghyun Wee
Nojun Kwak
MU
183
0
0
28 Oct 2025
Probing Knowledge Holes in Unlearned LLMs
Probing Knowledge Holes in Unlearned LLMs
Myeongseob Ko
H. Just
Charles Fleming
Ming Jin
R. Jia
MU
214
0
0
27 Oct 2025
OFFSIDE: Benchmarking Unlearning Misinformation in Multimodal Large Language Models
OFFSIDE: Benchmarking Unlearning Misinformation in Multimodal Large Language Models
Hao Zheng
Zirui Pang
Ling Li
Zhijie Deng
Yuhan Pu
Zhaowei Zhu
Xiaobo Xia
Jiaheng Wei
MU
110
0
0
26 Oct 2025
Label Smoothing Improves Gradient Ascent in LLM Unlearning
Label Smoothing Improves Gradient Ascent in LLM Unlearning
Zirui Pang
Hao Zheng
Zhijie Deng
Ling Li
Zixin Zhong
Jiaheng Wei
MU
128
0
0
25 Oct 2025
Efficient Utility-Preserving Machine Unlearning with Implicit Gradient Surgery
Efficient Utility-Preserving Machine Unlearning with Implicit Gradient Surgery
Shiji Zhou
Tianbai Yu
Zhi Zhang
Heng Chang
Xiao Zhou
Dong Wu
Han Zhao
MU
202
0
0
25 Oct 2025
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