Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks

12 November 2019

Papers citing "Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks"

50 / 127 papers shown

Title
A Unified Gradient-based Framework for Task-agnostic Continual Learning-Unlearning Zhehao Huang Xinwen Cheng Jie Zhang Jinghao Zheng Haoran Wang Zhengbao He Tao Li Xiaolin Huang CLL 35 0 0 21 May 2025
SEPS: A Separability Measure for Robust Unlearning in LLMs Wonje Jeung Sangyeon Yoon Albert No MU VLM 11 0 0 20 May 2025
Exploring Criteria of Loss Reweighting to Enhance LLM Unlearning Puning Yang Qizhou Wang Zhuo Huang Tongliang Liu Chengqi Zhang Bo Han MU 36 0 0 17 May 2025
Semantic Aware Linear Transfer by Recycling Pre-trained Language Models for Cross-lingual Transfer Seungyoon Lee Seongtae Hong Hyeonseok Moon Heuiseok Lim KELM 27 0 0 16 May 2025
Privacy-Aware Lifelong Learning Ozan Özdenizci Elmar Rueckert Robert Legenstein CLL MU KELM 41 0 0 16 May 2025
PRUNE: A Patching Based Repair Framework for Certifiable Unlearning of Neural Networks Xuzhao Li Jingyi Wang Xiaohan Yuan Peixin Zhang Zhanyue Qin Peng Kuang 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 67 0 0 08 May 2025
OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models Xiaoyu Xu Minxin Du Qingqing Ye Haibo Hu MU 60 0 0 07 May 2025
Sharpness-Aware Parameter Selection for Machine Unlearning Saber Malekmohammadi Hong kyu Lee Li Xiong MU 235 0 0 08 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
LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty Christoforos N. Spartalis T. Semertzidis Efstratios Gavves P. Daras MU 89 0 0 24 Mar 2025
Are We Truly Forgetting? A Critical Re-examination of Machine Unlearning Evaluation Protocols Yongwoo Kim Sungmin Cha Donghyun Kim MU ELM 39 2 0 10 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 224 0 0 06 Mar 2025
AMUN: Adversarial Machine UNlearning A. Boroojeny Hari Sundaram Varun Chandrasekaran MU AAML 48 0 0 02 Mar 2025
Data Attribution for Text-to-Image Models by Unlearning Synthesized Images Sheng-Yu Wang Aaron Hertzmann Alexei A. Efros Jun-Yan Zhu Richard Zhang TDI 128 2 0 21 Feb 2025
$Controllable Unlearning for Image-to-Image Generative Models via $\varepsilon$-Constrained Optimization$ Controllable Unlearning for Image-to-Image Generative Models via $\varepsilon$ -Constrained Optimization Xiaohua Feng Chao-Jun Chen Yuyuan Li Lihe Zhang Longfei Li Jun Zhou Xiaolin Zheng MU 73 0 0 20 Feb 2025
Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning Lefei Zhang Lijie Hu Di Wang LRM 100 1 0 17 Feb 2025
Data Duplication: A Novel Multi-Purpose Attack Paradigm in Machine Unlearning Dayong Ye Tainqing Zhu Junlong Li Kun Gao B. Liu Lefei Zhang Wanlei Zhou Yujian Zhang AAML MU 80 0 0 28 Jan 2025
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification Changchang Sun Ren Wang Yihua Zhang Jinghan Jia Jiancheng Liu Gaowen Liu Sijia Liu Yan Yan AAML MU 97 0 0 21 Dec 2024
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 77 3 0 23 Nov 2024
RESTOR: Knowledge Recovery through Machine Unlearning Keivan Rezaei Khyathi Raghavi Chandu S. Feizi Yejin Choi Faeze Brahman Abhilasha Ravichander KELM CLL MU 58 0 0 31 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 40 2 0 23 Oct 2024
CLEAR: Character Unlearning in Textual and Visual Modalities Alexey Dontsov Dmitrii Korzh Alexey Zhavoronkin Boris Mikheev Denis Bobkov Aibek Alanov Oleg Y. Rogov Ivan Oseledets Elena Tutubalina AILaw VLM MU 76 5 0 23 Oct 2024
Do Unlearning Methods Remove Information from Language Model Weights? Aghyad Deeb Fabien Roger AAML MU 50 15 0 11 Oct 2024
Unlearning-based Neural Interpretations Ching Lam Choi Alexandre Duplessis Serge Belongie FAtt 54 0 0 10 Oct 2024
CodeUnlearn: Amortized Zero-Shot Machine Unlearning in Language Models Using Discrete Concept YuXuan Wu Bonaventure F. P. Dossou Dianbo Liu MU 26 0 0 08 Oct 2024
Holistic Unlearning Benchmark: A Multi-Faceted Evaluation for Text-to-Image Diffusion Model Unlearning Saemi Moon M. Lee Sangdon Park Dongwoo Kim 44 1 0 08 Oct 2024
A Probabilistic Perspective on Unlearning and Alignment for Large Language Models Yan Scholten Stephan Günnemann Leo Schwinn MU 63 6 0 04 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 12 0 03 Oct 2024
MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts Tianle Gu Kexin Huang Ruilin Luo Yuanqi Yao Yujiu Yang Yan Teng Yingchun Wang MU 42 5 0 18 Sep 2024
Score Forgetting Distillation: A Swift, Data-Free Method for Machine Unlearning in Diffusion Models Tianqi Chen Shujian Zhang Mingyuan Zhou DiffM 83 4 0 17 Sep 2024
Rewind-to-Delete: Certified Machine Unlearning for Nonconvex Functions Siqiao Mu Diego Klabjan MU 50 3 0 15 Sep 2024
Enhancing User-Centric Privacy Protection: An Interactive Framework through Diffusion Models and Machine Unlearning Huaxi Huang Xin Yuan Qiyu Liao Dadong Wang Tongliang Liu DiffM 37 0 0 05 Sep 2024
Accurate Forgetting for All-in-One Image Restoration Model Xin Su Zhuoran Zheng CLL 40 1 0 01 Sep 2024
FedQUIT: On-Device Federated Unlearning via a Quasi-Competent Virtual Teacher Alessio Mora Lorenzo Valerio Paolo Bellavista A. Passarella FedML MU 61 2 0 14 Aug 2024
Fast Training Dataset Attribution via In-Context Learning Milad Fotouhi M. T. Bahadori Oluwaseyi Feyisetan P. Arabshahi David Heckerman 38 0 0 14 Aug 2024
Tamper-Resistant Safeguards for Open-Weight LLMs Rishub Tamirisa Bhrugu Bharathi Long Phan Andy Zhou Alice Gatti ... Andy Zou Dawn Song Bo Li Dan Hendrycks Mantas Mazeika AAML MU 61 45 0 01 Aug 2024
Towards Certified Unlearning for Deep Neural Networks Binchi Zhang Yushun Dong Tianhao Wang Wenlin Yao MU 71 7 0 01 Aug 2024
Learn while Unlearn: An Iterative Unlearning Framework for Generative Language Models Haoyu Tang Ye Liu Xukai Liu Xukai Liu Yanghai Zhang Kai Zhang Xiaofang Zhou Enhong Chen MU 75 3 0 25 Jul 2024
Learning to Refuse: Towards Mitigating Privacy Risks in LLMs Zhenhua Liu Tong Zhu Chuanyuan Tan Wenliang Chen PILM MU 56 9 0 14 Jul 2024
Composable Interventions for Language Models Arinbjorn Kolbeinsson Kyle O'Brien Tianjin Huang Shanghua Gao Shiwei Liu ... Anurag J. Vaidya Faisal Mahmood Marinka Zitnik Tianlong Chen Thomas Hartvigsen KELM MU 89 4 0 09 Jul 2024
To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models Bozhong Tian Xiaozhuan Liang Siyuan Cheng Qingbin Liu Mengru Wang Dianbo Sui Xi Chen Huajun Chen Ningyu Zhang MU 35 6 0 02 Jul 2024
Evaluating Copyright Takedown Methods for Language Models Boyi Wei Weijia Shi Yangsibo Huang Noah A. Smith Chiyuan Zhang Luke Zettlemoyer Kai Li Peter Henderson 51 20 0 26 Jun 2024
Machine Unlearning Fails to Remove Data Poisoning Attacks Martin Pawelczyk Jimmy Z. Di Yiwei Lu Gautam Kamath Ayush Sekhari Seth Neel AAML MU 62 8 0 25 Jun 2024
AND: Audio Network Dissection for Interpreting Deep Acoustic Models Tung-Yu Wu Yu-Xiang Lin Tsui-Wei Weng 54 1 0 24 Jun 2024
Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning Somnath Basu Roy Chowdhury Krzysztof Choromanski Arijit Sehanobish Avinava Dubey Snigdha Chaturvedi MU 61 7 0 24 Jun 2024
MU-Bench: A Multitask Multimodal Benchmark for Machine Unlearning Jiali Cheng Hadi Amiri BDL 47 3 0 21 Jun 2024
On Newton's Method to Unlearn Neural Networks Nhung Bui Xinyang Lu Rachael Hwee Ling Sim See-Kiong Ng Bryan Kian Hsiang Low MU 48 2 0 20 Jun 2024
Split, Unlearn, Merge: Leveraging Data Attributes for More Effective Unlearning in LLMs S. Kadhe Farhan Ahmed Dennis Wei Nathalie Baracaldo Inkit Padhi MoMe MU 30 7 0 17 Jun 2024
Potion: Towards Poison Unlearning Stefan Schoepf Jack Foster Alexandra Brintrup AAML MU 55 7 0 13 Jun 2024