SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation

19 October 2023

Papers citing "SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation"

50 / 95 papers shown

Title
The Dual Power of Interpretable Token Embeddings: Jailbreaking Attacks and Defenses for Diffusion Model Unlearning Siyi Chen Yimeng Zhang Sijia Liu Q. Qu AAML 82 0 0 30 Apr 2025
DualOptim: Enhancing Efficacy and Stability in Machine Unlearning with Dual Optimizers Xuyang Zhong Haochen Luo Chen Liu MU 25 0 0 22 Apr 2025
Verifying Robust Unlearning: Probing Residual Knowledge in Unlearned Models Hao Xuan Xingyu Li AAML MU 43 0 0 21 Apr 2025
Fairness and Robustness in Machine Unlearning Khoa Tran Simon S. Woo FaML OOD MU AAML 70 0 0 18 Apr 2025
ForgetMe: Evaluating Selective Forgetting in Generative Models Zhenyu Yu Mohd Yamani Inda Idris Pei Wang DiffM MU 32 0 0 17 Apr 2025
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Leyang Li Shilin Lu Yan Ren A. Kong DiffM 40 1 0 17 Apr 2025
FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Yu Zhang Qingfeng Du Jiaqi Lv 31 0 0 16 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 24 0 0 12 Apr 2025
Sharpness-Aware Parameter Selection for Machine Unlearning Saber Malekmohammadi Hong kyu Lee Li Xiong MU 90 0 0 08 Apr 2025
Understanding Machine Unlearning Through the Lens of Mode Connectivity Jiali Cheng Hadi Amiri MU 72 0 0 08 Apr 2025
ESC: Erasing Space Concept for Knowledge Deletion Tae-Young Lee Sundong Park M. Jeon Hyoseok Hwang Gyeong-Moon Park KELM MU 37 0 0 03 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
Human Motion Unlearning Edoardo De Matteis Matteo Migliarini Alessio Sampieri Indro Spinelli Fabio Galasso MU 55 0 0 24 Mar 2025
Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization Feifei Li Mi Zhang Yiming Sun Min Yang DiffM 51 1 0 19 Mar 2025
CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models Yuyang Xue Edward Moroshko Feng Chen Steven G. McDonagh Sotirios A. Tsaftaris 56 1 0 18 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 64 0 0 18 Mar 2025
Classifying Long-tailed and Label-noise Data via Disentangling and Unlearning Chen Shu Mengke Li Yiqun Zhang Yang Lu Bo Han Yiu-ming Cheung Hanzi Wang NoLa 61 0 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 58 1 0 14 Mar 2025
Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models Reza Shirkavand Peiran Yu Shangqian Gao Gowthami Somepalli Tom Goldstein Heng-Chiao Huang 113 1 0 13 Mar 2025
Sparse Autoencoder as a Zero-Shot Classifier for Concept Erasing in Text-to-Image Diffusion Models Zhihua Tian Sirun Nan Ming Xu Shengfang Zhai Wenjie Qu Jian Liu Kui Ren Ruoxi Jia Jiaheng Zhang DiffM 85 1 0 12 Mar 2025
Group-robust Machine Unlearning Thomas De Min Subhankar Roy Stéphane Lathuilière Elisa Ricci Massimiliano Mancini MU OOD 72 0 0 12 Mar 2025
Are We Truly Forgetting? A Critical Re-examination of Machine Unlearning Evaluation Protocols Yongwoo Kim Sungmin Cha Donghyun Kim MU ELM 39 1 0 10 Mar 2025
Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning Gaurav Patel Qiang Qiu MU 60 1 0 08 Mar 2025
NoT: Federated Unlearning via Weight Negation Yasser H. Khalil Leo Maxime Brunswic Soufiane Lamghari Xu Li Mahdi Beitollahi Xi Chen MU 39 2 0 07 Mar 2025
UIPE: Enhancing LLM Unlearning by Removing Knowledge Related to Forgetting Targets Wenyu Wang M. Zhang Xiaotian Ye Z. Z. Ren Z. Chen Pengjie Ren MU KELM 114 0 0 06 Mar 2025
Go Beyond Your Means: Unlearning with Per-Sample Gradient Orthogonalization Aviv Shamsian E. Shaar Aviv Navon Gal Chechik Ethan Fetaya MU 58 0 0 04 Mar 2025
Data Unlearning in Diffusion Models Silas Alberti Kenan Hasanaliyev Manav Shah Stefano Ermon DiffM MU 34 1 0 02 Mar 2025
AMUN: Adversarial Machine UNlearning A. Boroojeny Hari Sundaram Varun Chandrasekaran MU AAML 43 0 0 02 Mar 2025
SCU: An Efficient Machine Unlearning Scheme for Deep Learning Enabled Semantic Communications Weiqi Wang Zhiyi Tian Chenhan Zhang Shui Yu MU 70 1 0 27 Feb 2025
On the Vulnerability of Concept Erasure in Diffusion Models Lucas Beerens Alex D. Richardson K. Zhang Dongdong Chen DiffM 60 2 0 24 Feb 2025
Concept Corrector: Erase concepts on the fly for text-to-image diffusion models Zheling Meng Bo Peng Xiaochuan Jin Yueming Lyu Wei Wang Jing Dong DiffM 38 2 0 22 Feb 2025
SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders Bartosz Cywiñski Kamil Deja DiffM 61 6 0 29 Jan 2025
CE-SDWV: Effective and Efficient Concept Erasure for Text-to-Image Diffusion Models via a Semantic-Driven Word Vocabulary Jiahang Tu Qian Feng Chufan Chen Jiahua Dong Hanbin Zhao Chao Zhang Hui Qian 72 2 0 28 Jan 2025
DuMo: Dual Encoder Modulation Network for Precise Concept Erasure Feng Han Kai-xiang Chen Chao Gong Zhipeng Wei Jingjing Chen Yu-Gang Jiang 39 2 0 03 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 93 0 0 21 Dec 2024
Toward Efficient Data-Free Unlearning Chenhao Zhang Shaofei Shen Weitong Chen Miao Xu MU 64 0 0 18 Dec 2024
Memories of Forgotten Concepts M. Rusanovsky Shimon Malnick Amir Jevnisek Ohad Fried S. Avidan DiffM 61 0 0 01 Dec 2024
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 71 3 0 23 Nov 2024
Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey Xuannan Liu Xing Cui Peipei Li Zekun Li Huaibo Huang Shuhan Xia Miaoxuan Zhang Yueying Zou Ran He AAML 60 6 0 14 Nov 2024
Model Integrity when Unlearning with T2I Diffusion Models Andrea Schioppa Emiel Hoogeboom Jonathan Heek 43 3 0 04 Nov 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 35 2 0 23 Oct 2024
Scalability of memorization-based machine unlearning Kairan Zhao Peter Triantafillou MU 39 2 0 21 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 29 5 0 21 Oct 2024
Breaking Chains: Unraveling the Links in Multi-Hop Knowledge Unlearning Minseok Choi C. Park Dohyun Lee Jaegul Choo KELM MU 29 1 0 17 Oct 2024
LLM Unlearning via Loss Adjustment with Only Forget Data Yaxuan Wang Jiaheng Wei Chris Liu Jinlong Pang Q. Liu A. Shah Yujia Bao Yang Liu Wei Wei KELM MU 32 6 0 14 Oct 2024
MUSO: Achieving Exact Machine Unlearning in Over-Parameterized Regimes Ruikai Yang M. He Zhengbao He Youmei Qiu X. Huang MU BDL 35 1 0 11 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 15 0 09 Oct 2024
NegMerge: Consensual Weight Negation for Strong Machine Unlearning Hyoseo Kim Dongyoon Han Junsuk Choe MoMe MU 25 1 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 37 1 0 08 Oct 2024
ShieldDiff: Suppressing Sexual Content Generation from Diffusion Models through Reinforcement Learning Dong Han Salaheldin Mohamed Yong Li 23 1 0 04 Oct 2024