Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models

Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models

22 May 2025

ArXiv (abs)PDF HTML

Papers citing "Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models"

17 / 17 papers shown

Title
Negative Preference Optimization: From Catastrophic Collapse to Effective Unlearning Ruiqi Zhang Licong Lin Yu Bai Song Mei MU 125 174 0 08 Apr 2024
Digital Forgetting in Large Language Models: A Survey of Unlearning Methods Alberto Blanco-Justicia N. Jebreel Benet Manzanares-Salor David Sánchez Josep Domingo-Ferrer Guillem Collell Kuan Eeik Tan KELM MU 98 21 0 02 Apr 2024
The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning Nathaniel Li Alexander Pan Anjali Gopal Summer Yue Daniel Berrios ... Yan Shoshitaishvili Jimmy Ba K. Esvelt Alexandr Wang Dan Hendrycks ELM 98 185 0 05 Mar 2024
Eight Methods to Evaluate Robust Unlearning in LLMs Aengus Lynch Phillip Guo Aidan Ewart Stephen Casper Dylan Hadfield-Menell ELM MU 98 74 0 26 Feb 2024
TOFU: A Task of Fictitious Unlearning for LLMs Pratyush Maini Zhili Feng Avi Schwarzschild Zachary Chase Lipton J. Zico Kolter MU CLL 121 181 0 11 Jan 2024
Do Localization Methods Actually Localize Memorized Data in LLMs? A Tale of Two Benchmarks Ting-Yun Chang Jesse Thomason Robin Jia 71 18 0 15 Nov 2023
Who's Harry Potter? Approximate Unlearning in LLMs Ronen Eldan M. Russinovich MU MoMe 154 206 0 03 Oct 2023
Can Sensitive Information Be Deleted From LLMs? Objectives for Defending Against Extraction Attacks Vaidehi Patil Peter Hase Joey Tianyi Zhou KELM AAML 119 106 0 29 Sep 2023
Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities Maximilian Mozes Xuanli He Bennett Kleinberg Lewis D. Griffin 79 86 0 24 Aug 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 387 3,981 0 29 May 2023
Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4 Kent K. Chang Mackenzie Cramer Sandeep Soni David Bamman RALM 214 120 0 28 Apr 2023
Dissecting Recall of Factual Associations in Auto-Regressive Language Models Mor Geva Jasmijn Bastings Katja Filippova Amir Globerson KELM 252 318 0 28 Apr 2023
Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models Peter Hase Joey Tianyi Zhou Been Kim Asma Ghandeharioun MILM 98 186 0 10 Jan 2023
Knowledge Unlearning for Mitigating Privacy Risks in Language Models Joel Jang Dongkeun Yoon Sohee Yang Sungmin Cha Moontae Lee Lajanugen Logeswaran Minjoon Seo KELM PILM MU 197 234 0 04 Oct 2022
Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space Mor Geva Avi Caciularu Ke Wang Yoav Goldberg KELM 118 384 0 28 Mar 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 248 1,357 0 10 Feb 2022
Transformer Feed-Forward Layers Are Key-Value Memories Mor Geva R. Schuster Jonathan Berant Omer Levy KELM 161 840 0 29 Dec 2020