GitHub topics: machine-unlearning

Repositories

CSIPlab/SLUG

Official repository for Targeted Unlearning with Single Layer Unlearning Gradient, ICML 2025

Language: Jupyter Notebook - Size: 28.4 MB - Last synced at: about 8 hours ago - Pushed at: about 8 hours ago - Stars: 6 - Forks: 0

MinghuiChen43/awesome-trustworthy-deep-learning

A curated list of trustworthy deep learning papers. Daily updating...

Size: 7.71 MB - Last synced at: about 24 hours ago - Pushed at: 1 day ago - Stars: 369 - Forks: 37

OPTML-Group/Unlearn-Trace

Unlearning Isn't Invisible: Detecting Unlearning Traces in LLMs from Model Outputs

Size: 415 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 2 - Forks: 0

EnnengYang/Awesome-Forgetting-in-Deep-Learning

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

Size: 708 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 305 - Forks: 15

tamlhp/awesome-machine-unlearning

Awesome Machine Unlearning (A Survey of Machine Unlearning)

Language: Jupyter Notebook - Size: 5.81 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 841 - Forks: 64

zjunlp/unlearn

[ACL 2025] Knowledge Unlearning for Large Language Models

Language: Python - Size: 506 KB - Last synced at: 4 days ago - Pushed at: about 1 month ago - Stars: 36 - Forks: 6

Happy2Git/Unlearning_Inference_IAM

Usenix Security’25: Measuring Sample-level Unlearning Completeness

Language: Python - Size: 0 Bytes - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

koudounasalkis/UnSLU-BENCH

This repo contains the code for <<"Alexa, can you forget me?” Machine Unlearning Benchmark on Spoken Language Understanding>>

Language: Python - Size: 59.6 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 10 - Forks: 0

gnueaj/Machine-Unlearning-Comparator

A Visual Analytics System for Comparative Evaluation of Machine Unlearning Methods

Language: TypeScript - Size: 302 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 34 - Forks: 3

jjbrophy47/machine_unlearning

Existing Literature about Machine Unlearning

Size: 552 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 867 - Forks: 105

shashuat/unlearun

Machine Unlearning in Large Language Models for PyTorch

Language: Python - Size: 13.7 KB - Last synced at: 17 days ago - Pushed at: 18 days ago - Stars: 0 - Forks: 0

mtuann/machine-unlearning-papers

Papers related to Machine/ Federated Unlearning in all top venues

Size: 46.9 KB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 3 - Forks: 0

[ICLR24 (Spotlight)] "SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation" by Chongyu Fan*, Jiancheng Liu*, Yihua Zhang, Eric Wong, Dennis Wei, Sijia Liu

Language: Python - Size: 7.89 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 121 - Forks: 24

OPTML-Group/Unlearn-Simple

"Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning" by Chongyu Fan*, Jiancheng Liu*, Licong Lin*, Jinghan Jia, Ruiqi Zhang, Song Mei, Sijia Liu

Language: Python - Size: 4.84 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 27 - Forks: 7

chrisliu298/awesome-llm-unlearning

A resource repository for machine unlearning in large language models

Size: 87.9 KB - Last synced at: 23 days ago - Pushed at: 24 days ago - Stars: 403 - Forks: 19

sleepymalc/MISS

Official implementation of the paper "Most Influential Subset Selection: Challenges, Promises, and Beyond" (NeurIPS2024)

Language: Jupyter Notebook - Size: 78.8 MB - Last synced at: 18 days ago - Pushed at: 4 months ago - Stars: 5 - Forks: 1

chrisliu298/llm-unlearn-eco

[NeurIPS 2024] Large Language Model Unlearning via Embedding-Corrupted Prompts

Language: Python - Size: 413 KB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 29 - Forks: 0

rusenbb/AIzheimer

We explore the ways to "Unlearn" (you read it right), certain concepts/things while retaining general ability of a generative text-to-image model (stable diffusion 2.1). This project is conducted as a term project for Learning from data class at ITU (Istanbul Technical University)

Language: Jupyter Notebook - Size: 34.1 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

jjbrophy47/dare_rf

Machine Unlearning for Random Forests

Language: Python - Size: 17 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 20 - Forks: 3

thuanphat03/Unlearn-PIU-FR

[ACIIDS 2025] "PIU-FR: Personal Identity Unlearning for Facial Recognition" by Thai Hoang Le*, Phat Thuan Tran, and Nhi Man Bui Nguyen

Language: Jupyter Notebook - Size: 14.1 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

MarcoParola/hycus

Image-free Class Unlearning with Semantic (ICUS)

Language: Python - Size: 158 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 2 - Forks: 0

bjzhb666/GS-LoRA

Continual Forgetting for Pre-trained Vision Models (CVPR 2024)

Language: Python - Size: 1.75 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 62 - Forks: 4

OngWinKent/MachineUnlearning

This repository contains implementations of several popular machine unlearning algorithms in PyTorch.

Language: Python - Size: 33.2 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

yaojin17/Unlearning_LLM

[ACL 2024] Code and data for "Machine Unlearning of Pre-trained Large Language Models"

Language: Python - Size: 49.8 KB - Last synced at: 3 months ago - Pushed at: 9 months ago - Stars: 56 - Forks: 4

K1nght/Unified-Unlearning-w-Remain-Geometry

[NeurIPS2024 (Spotlight)] "Unified Gradient-Based Machine Unlearning with Remain Geometry Enhancement" by Zhehao Huang, Xinwen Cheng, JingHao Zheng, Haoran Wang, Zhengbao He, Tao Li, Xiaolin Huang

Language: Python - Size: 8.5 MB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 6 - Forks: 0

WenyanLiu/apprenticeship

A notebook of awesome privacy protection,federated learning, fairness and blockchain research materials.

Size: 4.71 MB - Last synced at: 4 days ago - Pushed at: about 3 years ago - Stars: 32 - Forks: 2

fabianumfalco/llm-bias-unlearning

A curated repository of resources on bias and machine unlearning in Large Language Models.

Size: 2.27 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

guangyaodou/ConMU

Breaking the Trilemma of Privacy, Utility, Efficiency via Controllable Machine Unlearning

Language: Python - Size: 32.2 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 4 - Forks: 1

alifa98/ForgetfulML

An unlearning framework that enables AI models to selectively forget learned data, ensuring compliance, privacy, and adaptability.

Language: Python - Size: 30.3 KB - Last synced at: 1 day ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

RianaAzad/machine-unlearning

Machine Unlearning Framework

Language: Python - Size: 8.79 KB - Last synced at: 2 months ago - Pushed at: 6 months ago - Stars: 2 - Forks: 0

brightjade/LingTea

Source code for "Cross-Lingual Unlearning of Selective Knowledge in Multilingual Language Models", Findings of EMNLP 2024

Language: Python - Size: 5.2 MB - Last synced at: 4 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

rkhosrowshahi/MORMU

A novel multi-objective responsible machine unlearning using NSGA-II

Language: Python - Size: 45.9 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

csm9493/L2UL

Official Code of Learning to Unlearn: Instance-Wise Unlearning for Pre-trained Classifiers (AAAI 2024)

Language: Python - Size: 242 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 10 - Forks: 1

awesome-machine-unlearning/awesome-machine-unlearning.github.io

Official Website of https://github.com/tamlhp/awesome-machine-unlearning

Language: HTML - Size: 646 KB - Last synced at: 8 days ago - Pushed at: 11 months ago - Stars: 6 - Forks: 1

SkywardAI/m_unlearn

All-in-one tool collections for machine unlearning researching

Size: 2.93 KB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

abbottyanginchina/Awesome-Federated-Unlearning

Awesome Federated Unlearning (FU) Papers (Continually Update)

Size: 3.81 MB - Last synced at: 9 months ago - Pushed at: about 1 year ago - Stars: 71 - Forks: 2

mich1803/Yesterday-Machine-Unlearning

Introduction to machine unlearning: from classification models to simple language models. Inspired by 'Yesterday', it delves into removing learned data from AI models, aiming to preserve performance amid privacy and GDPR compliance challenges.

Language: Jupyter Notebook - Size: 6.56 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

Happy2Git/GUIDE

USENIX Security'23: Inductive Graph Unlearning

Language: Jupyter Notebook - Size: 396 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 4 - Forks: 0

daniel05155/Unlearning-Information-in-Speech-Recognition-Model

This repository is an implementation of machine unlearning in deep learning model.

Language: Python - Size: 20.5 KB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

OPTML-Group/Unlearn-WorstCase

"Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, Sijia Liu

Language: Python - Size: 40.7 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 10 - Forks: 0

NitinPrasad5/Machine-Unlearning

This project aims to create an advanced machine unlearning framework, enhancing efficiency and accuracy in data removal from trained models. Through integration of noise-induced impairment models, student-teacher frameworks, and curriculum learning, it significantly improves forget and retain accuracy metrics.

Language: Jupyter Notebook - Size: 20.5 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

KID-22/LLM-Unlearning-Paper-List

Size: 53.7 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 21 - Forks: 3

OcraM17/DUCK

Code for the paper "DUCK: Distance-based Unlearning via Centroid Kinematics"

Language: Python - Size: 1.88 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 0

Prashanth0205/Machine-Unlearning-for-Facial-Recognition-Systems

This project explores the efficacy of machine unlearning methods like Task-Agnostic Machine Unlearning and SISA in enhancing privacy and reducing bias in facial recognition systems, emphasizing their importance in responsible technology implementation.

Language: Jupyter Notebook - Size: 1.17 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0