Guardrail Baselines for Unlearning in LLMs

5 March 2024

Papers citing "Guardrail Baselines for Unlearning in LLMs"

8 / 8 papers shown

Title
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 30 2 0 23 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 29 15 0 09 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 28 10 0 03 Oct 2024
Negative Preference Optimization: From Catastrophic Collapse to Effective Unlearning Ruiqi Zhang Licong Lin Yu Bai Song Mei MU 56 63 0 08 Apr 2024
Testing the Limits of Jailbreaking Defenses with the Purple Problem Taeyoun Kim Suhas Kotha Aditi Raghunathan AAML 26 6 0 20 Mar 2024
Rethinking Machine Unlearning for Large Language Models Sijia Liu Yuanshun Yao Jinghan Jia Stephen Casper Nathalie Baracaldo ... Hang Li Kush R. Varshney Mohit Bansal Sanmi Koyejo Yang Liu AILaw MU 61 27 0 13 Feb 2024
Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges Nianwen Si Hao Zhang Heyu Chang Wenlin Zhang Dan Qu Weiqiang Zhang KELM MU 65 26 0 27 Nov 2023
Who's Harry Potter? Approximate Unlearning in LLMs Ronen Eldan M. Russinovich MU MoMe 98 171 0 03 Oct 2023