Understanding Machine Unlearning Through the Lens of Mode Connectivity

8 April 2025

Papers citing "Understanding Machine Unlearning Through the Lens of Mode Connectivity"

19 / 19 papers shown

Title
Linguistic Blind Spots of Large Language Models Jiali Cheng Hadi Amiri 97 1 0 25 Mar 2025
FROG: Fair Removal on Graphs Zhe Chen Jiali Cheng Gabriele Tolomei Sijia Liu Hadi Amiri Yu Wang Kaushiki Nag Lu Lin MU 92 2 0 23 Mar 2025
Tool Unlearning for Tool-Augmented LLMs Jiali Cheng Hadi Amiri KELM MU 58 3 0 03 Feb 2025
Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning Chongyu Fan Jiancheng Liu Licong Lin Jinghan Jia Ruiqi Zhang Song Mei Sijia Liu MU 147 30 0 09 Oct 2024
Towards Certified Unlearning for Deep Neural Networks Binchi Zhang Yushun Dong Tianhao Wang Wenlin Yao MU 108 12 0 01 Aug 2024
MUSE: Machine Unlearning Six-Way Evaluation for Language Models Weijia Shi Jaechan Lee Yangsibo Huang Sadhika Malladi Jieyu Zhao Ari Holtzman Daogao Liu Luke Zettlemoyer Noah A. Smith Chiyuan Zhang MU ELM 81 70 0 08 Jul 2024
MU-Bench: A Multitask Multimodal Benchmark for Machine Unlearning Jiali Cheng Hadi Amiri BDL 86 4 0 21 Jun 2024
SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning Jinghan Jia Yihua Zhang Yimeng Zhang Jiancheng Liu Bharat Runwal James Diffenderfer B. Kailkhura Sijia Liu MU 88 43 0 28 Apr 2024
MultiDelete for Multimodal Machine Unlearning Jiali Cheng Hadi Amiri MU 91 9 0 18 Nov 2023
Shared Adversarial Unlearning: Backdoor Mitigation by Unlearning Shared Adversarial Examples Shaokui Wei Ruotong Wang H. Zha Baoyuan Wu TPM 68 38 0 20 Jul 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 385 3,981 0 29 May 2023
GNNDelete: A General Strategy for Unlearning in Graph Neural Networks Jiali Cheng George Dasoulas Huan He Chirag Agarwal Marinka Zitnik MU 91 37 0 26 Feb 2023
Mechanistic Mode Connectivity Ekdeep Singh Lubana Eric J. Bigelow Robert P. Dick David M. Krueger Hidenori Tanaka 95 47 0 15 Nov 2022
Adversarial Unlearning: Reducing Confidence Along Adversarial Directions Amrith Rajagopal Setlur Benjamin Eysenbach Virginia Smith Sergey Levine 55 18 0 03 Jun 2022
Time-Aware Language Models as Temporal Knowledge Bases Bhuwan Dhingra Jeremy R. Cole Julian Martin Eisenschlos D. Gillick Jacob Eisenstein William W. Cohen KELM 95 279 0 29 Jun 2021
Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling Gregory W. Benton Wesley J. Maddox Sanae Lotfi A. Wilson UQCV 89 70 0 25 Feb 2021
Linear Mode Connectivity and the Lottery Ticket Hypothesis Jonathan Frankle Gintare Karolina Dziugaite Daniel M. Roy Michael Carbin MoMe 151 619 0 11 Dec 2019
Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks Aditya Golatkar Alessandro Achille Stefano Soatto CLL MU 73 495 0 12 Nov 2019
Essentially No Barriers in Neural Network Energy Landscape Felix Dräxler K. Veschgini M. Salmhofer Fred Hamprecht MoMe 111 434 0 02 Mar 2018