Be like a Goldfish, Don't Memorize! Mitigating Memorization in
Generative LLMs

Be like a Goldfish, Don't Memorize! Mitigating Memorization in Generative LLMs

14 June 2024

John Kirchenbauer

Prajwal Singhania

Siddharth Singh

Gowthami Somepalli

Tom Goldstein

Papers citing "Be like a Goldfish, Don't Memorize! Mitigating Memorization in Generative LLMs"

13 / 13 papers shown

Title
Teaching Models to Understand (but not Generate) High-risk Data Ryan Yixiang Wang Matthew Finlayson Luca Soldaini Swabha Swayamdipta Robin Jia 27 0 0 05 May 2025
ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models Jin Xie Ruishi He Songze Li Xiaojun Jia Shouling Ji SILM AAML 63 0 0 29 Apr 2025
Certified Mitigation of Worst-Case LLM Copyright Infringement Jingyu Zhang Jiacan Yu Marc Marone Benjamin Van Durme Daniel Khashabi MoMe 46 0 0 22 Apr 2025
Obliviate: Efficient Unmemorization for Protecting Intellectual Property in Large Language Models M. Russinovich Ahmed Salem MU CLL 52 0 0 20 Feb 2025
Democratizing AI: Open-source Scalable LLM Training on GPU-based Supercomputers Siddharth Singh Prajwal Singhania Aditya K. Ranjan John Kirchenbauer Jonas Geiping ... Abhimanyu Hans Manli Shu Aditya Tomar Tom Goldstein A. Bhatele 84 2 0 12 Feb 2025
Mitigating Memorization In Language Models Mansi Sakarvadia Aswathy Ajith Arham Khan Nathaniel Hudson Caleb Geniesse Kyle Chard Yaoqing Yang Ian Foster Michael W. Mahoney KELM MU 40 0 0 03 Oct 2024
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 67 7 0 03 Oct 2024
Strong Copyright Protection for Language Models via Adaptive Model Fusion Javier Abad Konstantin Donhauser Francesco Pinto Fanny Yang 35 4 0 29 Jul 2024
Negative Preference Optimization: From Catastrophic Collapse to Effective Unlearning Ruiqi Zhang Licong Lin Yu Bai Song Mei MU 56 124 0 08 Apr 2024
Who's Harry Potter? Approximate Unlearning in LLMs Ronen Eldan M. Russinovich MU MoMe 101 171 0 03 Oct 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 145 110 0 04 Oct 2022
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 234 447 0 14 Jul 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 264 1,798 0 14 Dec 2020