machine-unlearning 开源项目推荐（164 个）

tamlhp /awesome-machine-unlearning

Awesome Machine Unlearning (A Survey of Machine Unlearning)

jjbrophy47 /machine_unlearning

关于机器学习去学习的现有文献

chrisliu298 /awesome-llm-unlearning

A resource repository for machine unlearning in large language models

MinghuiChen43 /awesome-trustworthy-deep-learning

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

EnnengYang /Awesome-Forgetting-in-Deep-Learning

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

OPTML-Group /Unlearn-Saliency

[ICLR24（聚焦）]《SalUn：通过基于梯度的权重显著性在图像分类与生成中赋能机器学习》，作者：Chongyu Fan*、Jiancheng Liu*、Zhang Yihua、Eric Wong、Dennis Wei、Sijia Liu

abbottyanginchina /Awesome-Federated-Unlearning

Awesome Federated Unlearning (FU) Papers (Continually Update)

gnueaj /Machine-Unlearning-Comparator

A Visual Analytics System for Comparative Evaluation of Machine Unlearning Methods (TVCG 2026)

OPTML-Group /Unlearn-Sparse

[NeurIPS23（聚焦）]《模型稀疏可以简化机器学习去学习》 作者：贾景汉*、刘建成*、帕里克希特·拉姆、姚玉光、刘高文、刘杨、普拉奈·夏尔马、刘思嘉

TIML-Group /Conformal-Prediction-Unlearning

该项目在 GitHub 上没有填写描述

bjzhb666 /GS-LoRA

Practical Continual Forgetting for Pre-trained Vision Models (CVPR 2024; T-PAMI 2026)

TIML-Group /Mode-Connectivity-Unlearning

该项目在 GitHub 上没有填写描述

yaojin17 /Unlearning_LLM

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

hxxdtd /Awesome-Diffusion-Model-Unlearning

A repository of resources on machine unlearning for diffusion models

MinChen00 /Graph-Unlearning

Official implementation of "Graph Unlearning" (ACM CCS 2022)

MinChen00 /UnlearningLeaks

Official implementation of "When Machine Unlearning Jeopardizes Privacy" (ACM CCS 2021)

mims-harvard /GNNDelete

General Strategy for Unlearning in Graph Neural Networks

zjunlp /unlearn

[ACL 2025] Knowledge Unlearning for Large Language Models

OPTML-Group /Unlearn-Simple

[NeurIPS25] Official repo for "Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning"

chrisliu298 /llm-unlearn-eco

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