Dissecting Language Models: Machine Unlearning via Selective Pruning

2 March 2024

Papers citing "Dissecting Language Models: Machine Unlearning via Selective Pruning"

15 / 15 papers shown

Title
Sky of Unlearning (SoUL): Rewiring Federated Machine Unlearning via Selective Pruning Md Mahabub Uz Zaman Xiang Sun Jingjing Yao MU 29 0 0 02 Apr 2025
Pruning as a Defense: Reducing Memorization in Large Language Models Mansi Gupta Nikhar Waghela Sarthak Gupta Shourya Goel Sanjif Shanmugavelu AAML 49 0 0 18 Feb 2025
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification Changchang Sun Ren Wang Yihua Zhang Jinghan Jia Jiancheng Liu Gaowen Liu Sijia Liu Yan Yan AAML MU 93 0 0 21 Dec 2024
Dissecting Fine-Tuning Unlearning in Large Language Models Yihuai Hong Yuelin Zou Lijie Hu Ziqian Zeng Di Wang Haiqin Yang AAML MU 42 2 0 09 Oct 2024
OD-Stega: LLM-Based Near-Imperceptible Steganography via Optimized Distributions Yu-Shin Huang Peter Just Krishna Narayanan Chao Tian 34 4 0 06 Oct 2024
Mitigating Selection Bias with Node Pruning and Auxiliary Options Hyeong Kyu Choi Weijie Xu Chi Xue Stephanie Eckman Chandan K. Reddy 31 1 0 27 Sep 2024
Modularity in Transformers: Investigating Neuron Separability & Specialization Nicholas Pochinkov Thomas Jones Mohammed Rashidur Rahman 29 0 0 30 Aug 2024
Machine Unlearning in Generative AI: A Survey Zheyuan Liu Guangyao Dou Zhaoxuan Tan Yijun Tian Meng Jiang MU 31 14 0 30 Jul 2024
To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models Bozhong Tian Xiaozhuan Liang Siyuan Cheng Qingbin Liu Mengru Wang Dianbo Sui Xi Chen Huajun Chen Ningyu Zhang MU 29 6 0 02 Jul 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 82 19 0 02 Jul 2024
AND: Audio Network Dissection for Interpreting Deep Acoustic Models Tung-Yu Wu Yu-Xiang Lin Tsui-Wei Weng 52 1 0 24 Jun 2024
A Survey of Machine Unlearning Thanh Tam Nguyen T. T. Huynh Phi Le Nguyen Alan Wee-Chung Liew Hongzhi Yin Quoc Viet Hung Nguyen MU 77 221 0 06 Sep 2022
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 261 1,996 0 31 Dec 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 191 1,027 0 06 Mar 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014