Adversarial Unlearning: Reducing Confidence Along Adversarial Directions

Adversarial Unlearning: Reducing Confidence Along Adversarial Directions

Neural Information Processing Systems (NeurIPS), 2022

3 June 2022

Amrith Rajagopal Setlur

Benjamin Eysenbach

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Papers citing "Adversarial Unlearning: Reducing Confidence Along Adversarial Directions"

13 / 13 papers shown

Title
Stable Forgetting: Bounded Parameter-Efficient Unlearning in LLMs Arpit Garg Hemanth Saratchandran Ravi Garg Simon Lucey MU CLL 65 1 0 29 Sep 2025
Understanding Machine Unlearning Through the Lens of Mode Connectivity Jiali Cheng Hadi Amiri MU 872 3 0 08 Apr 2025
AMUN: Adversarial Machine UNlearning A. Boroojeny Hari Sundaram Varun Chandrasekaran MU AAML 255 2 0 02 Mar 2025
MU-Bench: A Multitask Multimodal Benchmark for Machine Unlearning Jiali Cheng Hadi Amiri BDL 243 10 0 21 Jun 2024
Is Retain Set All You Need in Machine Unlearning? Restoring Performance of Unlearned Models with Out-Of-Distribution Images Jacopo Bonato Marco Cotogni Luigi Sabetta MU CLL 257 17 0 19 Apr 2024
DUCK: Distance-based Unlearning via Centroid Kinematics Marco Cotogni Jacopo Bonato Luigi Sabetta Francesco Pelosin Alessandro Nicolosi MU 352 15 0 04 Dec 2023
MultiDelete for Multimodal Machine Unlearning Jiali Cheng Hadi Amiri MU 316 12 0 18 Nov 2023
$Is Certifying $\ell_p$ Robustness Still Worthwhile?$ Is Certifying $\ell_p$ Robustness Still Worthwhile? Ravi Mangal Klas Leino Zifan Wang Kai Hu Weicheng Yu Corina S. Pasareanu Anupam Datta Matt Fredrikson AAML OOD 207 1 0 13 Oct 2023
Generating Less Certain Adversarial Examples Improves Robust Generalization Minxing Zhang Michael Backes Xiao Zhang AAML 409 1 0 06 Oct 2023
Conservative Prediction via Data-Driven Confidence Minimization Caroline Choi Fahim Tajwar Yoonho Lee Huaxiu Yao Ananya Kumar Chelsea Finn 109 7 0 08 Jun 2023
Exploring the Landscape of Machine Unlearning: A Comprehensive Survey and TaxonomyIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 T. Shaik Xiaohui Tao Haoran Xie Lin Li Xiaofeng Zhu Qingyuan Li MU 416 48 0 10 May 2023
Ignorance is Bliss: Robust Control via Information GatingNeural Information Processing Systems (NeurIPS), 2023 Manan Tomar Riashat Islam Matthew E. Taylor Sergey Levine Philip Bachman 165 13 0 10 Mar 2023
Contrastive Novelty-Augmented Learning: Anticipating Outliers with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Albert Xu Xiang Ren Robin Jia OODD 134 2 0 28 Nov 2022