unlearning

tamlhp/awesome-machine-unlearning

Awesome Machine Unlearning (A Survey of Machine Unlearning)

chrisliu298/awesome-llm-unlearning

A resource repository for machine unlearning in large language models

OPTML-Group/Unlearn-Saliency

[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

OPTML-Group/Unlearn-Sparse

[NeurIPS23 (Spotlight)] "Model Sparsity Can Simplify Machine Unlearning" by Jinghan Jia*, Jiancheng Liu*, Parikshit Ram, Yuguang Yao, Gaowen Liu, Yang Liu, Pranay Sharma, Sijia Liu

jinzhuoran/RWKU

RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models

OPTML-Group/Diffusion-MU-Attack

The official implementation of ECCV'24 paper "To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now". This work introduces one fast and effective attack method to evaluate the harmful-content generation ability of safety-driven unlearned diffusion models.

bjzhb666/GS-LoRA

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

KID-22/LLM-Unlearning-Paper-List

nkdinsdale/Unlearning_for_MRI_harmonisation

Code for implementation of Unlearning Scanner Bias for MRI Harmonisation

OPTML-Group/AdvUnlearn

Official implementation of NeurIPS'24 paper "Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models". This work adversarially unlearns the text encoder to enhance the robustness of unlearned DMs against adversarial prompt attacks and achieves a better balance between unlearning performance and image generation

pbevan1/Detecting-Melanoma-Fairly

Implementation for MICCAI DART paper: 'Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification'

zjunlp/KnowUnDo

[EMNLP 2024 Findings] To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models

fmy266/Pytorch-Backdoor-Unlearning

Pytorch implementation of backdoor unlearning.

OPTML-Group/Unlearn-WorstCase

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

yihuaihong/ConceptVectors

ConceptVectors Benchmark and Code for the paper "Intrinsic Evaluation of Unlearning Using Parametric Knowledge Traces"

UCSB-NLP-Chang/ULD

Implementation of paper 'Reversing the Forget-Retain Objectives: An Efficient LLM Unlearning Framework from Logit Difference'

vicw0ng-hk/feul

Repo on unlearning in FL. FYP22002@HKUCS.

chrisliu298/llm-unlearn-eco

Code for NeurIPS'24 paper Large Language Model Unlearning via Embedding-Corrupted Prompts

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

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

hslyu/GIF

Official implementation of "Deeper Understanding of Black-box Predictions via Generalized Influence Functions".

pbevan1/Skin-Deep-Unlearning

Implementation for ICML 2022 paper: 'Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification'

unlearning-challenge/unlearning-challenge.github.io

explanare/verbatim-memorization

Demystifying Verbatim Memorization in Large Language Models

gthaka/demo-springboot

Unlearning Java, with Spring boot. AmigosCode https://youtu.be/9SGDpanrc8U