Machine Unlearning in Generative AI: A Survey

30 July 2024

Papers citing "Machine Unlearning in Generative AI: A Survey"

33 / 33 papers shown

Title
"Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language Understanding Alkis Koudounas Claudio Savelli Flavio Giobergia Elena Baralis MU 56 0 0 21 May 2025
Position: LLM Unlearning Benchmarks are Weak Measures of Progress Pratiksha Thaker Shengyuan Hu Neil Kale Yash Maurya Zhiwei Steven Wu Virginia Smith MU 82 13 0 03 Oct 2024
Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks Maksym Andriushchenko Francesco Croce Nicolas Flammarion AAML 116 186 0 02 Apr 2024
Threats, Attacks, and Defenses in Machine Unlearning: A Survey Ziyao Liu Huanyi Ye Chen Chen Yongsen Zheng K. Lam AAML MU 60 30 0 20 Mar 2024
Eight Methods to Evaluate Robust Unlearning in LLMs Aengus Lynch Phillip Guo Aidan Ewart Stephen Casper Dylan Hadfield-Menell ELM MU 77 64 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 66 158 0 11 Jan 2024
FairSISA: Ensemble Post-Processing to Improve Fairness of Unlearning in LLMs S. Kadhe Anisa Halimi Ambrish Rawat Nathalie Baracaldo MU 37 7 0 12 Dec 2023
Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges Chenhang Cui Yiyang Zhou Xinyu Yang Shirley Wu Linjun Zhang James Zou Huaxiu Yao MLLM 34 87 0 06 Nov 2023
To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now Yimeng Zhang Jinghan Jia Xin Chen Aochuan Chen Yihua Zhang Jiancheng Liu Ke Ding Sijia Liu DiffM 74 88 0 18 Oct 2023
Forgetting Private Textual Sequences in Language Models via Leave-One-Out Ensemble Zhe Liu Ozlem Kalinli MU KELM 57 2 0 28 Sep 2023
Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation Xinshuo Hu Dongfang Li Baotian Hu Zihao Zheng Zhenyu Liu Hao Fei KELM MU 64 29 0 16 Aug 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 220 4,085 0 09 Jun 2023
Training Data Attribution for Diffusion Models Zheng Dai David K Gifford TDI 25 18 0 03 Jun 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 422 13,788 0 15 Mar 2023
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 83 286 0 09 Nov 2022
Unlearning Graph Classifiers with Limited Data Resources Chao Pan Eli Chien O. Milenkovic MU 45 33 0 06 Nov 2022
Git Re-Basin: Merging Models modulo Permutation Symmetries Samuel K. Ainsworth J. Hayase S. Srinivasa MoMe 268 326 0 11 Sep 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Rinon Gal Yuval Alaluf Yuval Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 82 1,837 0 02 Aug 2022
Memory-Based Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Christopher D. Manning Chelsea Finn KELM 64 337 0 13 Jun 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 148 1,275 0 10 Feb 2022
Pretrained Language Models for Text Generation: A Survey Junyi Li Tianyi Tang Wayne Xin Zhao J. Nie Ji-Rong Wen AI4CE 49 134 0 14 Jan 2022
Unrolling SGD: Understanding Factors Influencing Machine Unlearning Anvith Thudi Gabriel Deza Varun Chandrasekaran Nicolas Papernot MU 49 167 0 27 Sep 2021
Do Prompt-Based Models Really Understand the Meaning of their Prompts? Albert Webson Ellie Pavlick LRM 79 361 0 02 Sep 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 329 611 0 14 Jul 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 223 9,946 0 17 Jun 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 448 3,952 0 18 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 666 28,659 0 26 Feb 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 376 2,051 0 31 Dec 2020
Certified Data Removal from Machine Learning Models Chuan Guo Tom Goldstein Awni Y. Hannun Laurens van der Maaten MU 72 428 0 08 Nov 2019
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 162 3,433 0 09 Mar 2018
Personalizing Dialogue Agents: I have a dog, do you have pets too? Saizheng Zhang Emily Dinan Jack Urbanek Arthur Szlam Douwe Kiela Jason Weston 80 1,442 0 22 Jan 2018
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 134 2,854 0 14 Mar 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 258 7,410 0 02 Dec 2016