machine-unlearning

There are 6 repositories under machine-unlearning topic.

jjbrophy47 / machine_unlearning
Existing Literature about Machine Unlearning
data-deletion data-removal machine-unlearning
737
tamlhp / awesome-machine-unlearning
Awesome Machine Unlearning (A Survey of Machine Unlearning)
continual-learning data-deletion data-privacy data-removal forgetting machine-unlearning unlearning federated-unlearning few-shot-unlearning model-certification recommendation-unlearning unlearning-verification membership-inference deep-unlearning feature-injection right-to-be-forgotten gdpr llm-unlearning
Language:Jupyter Notebook 684
MinghuiChen43 / awesome-trustworthy-deep-learning
A curated list of trustworthy deep learning papers. Daily updating...
adversarial-machine-learning security privacy deep-learning poisoning fairness backdoor green-ai ownership robustness interpretable-deep-learning causality out-of-distribution-generalization machine-unlearning gradient-leakage membership-inference-attack hallucinations uncertainty watermarking ai-alignment
323
EnnengYang / Awesome-Forgetting-in-Deep-Learning
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.
catastrophic-forgetting continual-learning domain-adaptation federated-learning forgetting generative-model machine-learning machine-unlearning meta-learning model-inversion-attacks reinforcement-learning self-supervised-learning data-free-knolwedge-distillation membership-inference-attacks overfitting model-attacks property-inference-attacks beneficial-forgetting coreset-selection deep-learning
194
chrisliu298 / awesome-llm-unlearning
A resource repository for machine unlearning in large language models
alignment awesome large-language-model llm llm-unlearning machine-unlearning unlearning
110
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
unlearning machine-unlearning data-removal diffusion diffusion-models forgetting generative-model data-deletion data-privacy membership-inference membership-inference-attack
Language:Python 85
abbottyanginchina / Awesome-Federated-Unlearning
Awesome Federated Unlearning (FU) Papers (Continually Update)
federated-learning federated-unlearning machine-unlearning
69
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
data-privacy machine-unlearning data-deletion data-removal forgetting membership-inference membership-inference-attack unlearning
Language:Python 63
MinChen00 / UnlearningLeaks
Official implementation of "When Machine Unlearning Jeopardizes Privacy" (ACM CCS 2021)
machine-unlearning membership-inference-attack machine-learning
Language:Python 43
MinChen00 / Graph-Unlearning
Official implementation of "Graph Unlearning" (ACM CCS 2022)
gdpr machine-learning-privacy machine-unlearning
Language:Python 36
mims-harvard / GNNDelete
General Strategy for Unlearning in Graph Neural Networks
geometric-deep-learning graph-learning graph-neural-networks knowledge-graph machine-unlearning representation-learning
Language:Python 34
bjzhb666 / GS-LoRA
Continual Forgetting for Pre-trained Vision Models (CVPR 2024)
casia-webface continual-learning face-transformer machine-unlearning continual-forgetting forgetting unlearning editing model-editing
Language:Python 30
KID-22 / LLM-Unlearning-Paper-List
chatgpt llm machine-unlearning unlearning llm-unlearning
27
WenyanLiu / apprenticeship
A notebook of awesome privacy protection,federated learning, fairness and blockchain research materials.
privacy blockchain federated-learning fairness awesome paper recommender-systems machine-unlearning
27
vsingh-group / LCODEC-deep-unlearning
Code for CVPR22 paper "Deep Unlearning via Randomized Conditionally Independent Hessians"
data-deletion data-removal deep-learning deep-unlearning gdpr machine-forgetting machine-unlearning matlab neural-networks privacy pytorch rtbf
Language:Python 23
thisisfine
thisisfine / thisisfine
T̶̘̊h̷̙͘į̸̀ș̷͌ ̴̳̀r̴̬̕e̷̬͐p̵͍̚o̵̧̎s̶̗͂i̷͚̿t̷̟͝õ̴͙ř̵̘y̷̛̪ ̴̮͌i̶͊͜s̴̠̊ ̴̼͗f̶͘͜i̵̮͊n̴̨̊e̶̖̍!̷̝͋ ̴̨͛T̷̐͜h̷̺̔e̶̩̍r̸̰͒é̶̥ ̸̻̇ȉ̶͍s̵̡̍ ̴̛̫n̶̼̓ọ̷̀t̸̊ͅh̵̙͑ĩ̶͚n̵͙̋g̴̫̃ ̸̼͊w̷̘̿r̶̩̓o̷̠͝n̷͉͌g̶̞͒ ̷̛̼ọ̸̓v̶͍̈́e̵̺͑r̸̻̄ ̴̲̀h̸̉ͅé̶͙r̷̻̾e̷̠͛.̸̨̌
fire sadness madness disaster machine-learning fine-tuning fine-dust fine-grained machine-unlearning machine-distruction machine-eating-other-machines oh-god what why so-many-tags firebase kittens kittens-with-yarn kittens-on-fire thisisfine
Language:HTML 19
jjbrophy47 / dare_rf
Machine Unlearning for Random Forests
machine-unlearning random-forests data-removal
Language:Python 16
thupchnsky / mufc
A federated clustering approach with the corresponding unlearning mechanism (ICLR 2023)
federated-clustering federated-learning machine-learning machine-unlearning
Language:Python 16
thupchnsky / sgc_unlearn
Certified (approximate) machine unlearning for simplified graph convolutional networks (SGCs) with theoretical guarantees (ICLR 2023)
graph-neural-networks graph-unlearning machine-learning machine-unlearning
Language:Python 16
sail-research / fed-unlearn
An Empirical Study of Federated Unlearning: Efficiency and Effectiveness (Accepted Conference Track Papers at ACML 2023)
federated-learning federated-unlearning machine-unlearning
Language:Python 15
Cranial-XIX / Continual-Learning-Private-Unlearning
Official PyTorch Implementation for Continual Learning and Private Unlearning
continual-learning machine-unlearning pytorch
Language:Python 12
OPTML-Group / Unlearn-WorstCase
"Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, Sijia Liu
data-deletion data-privacy data-removal evaluation forgetting machine-unlearning unlearning evaluation-framework
Language:Python 11
thupchnsky / graph_unlearn
Unlearning Graph Classifiers with Limited Data Resources (TheWebConf 2023)
graph-scattering-transform graph-unlearning machine-unlearning pytorch
Language:Python 9
chrisliu298 / llm-unlearn-eco
Code for Large Language Model Unlearning via Embedding-Corrupted Prompts
alignment large-language-models llm-unlearning machine-unlearning unlearning
Language:Python 7
meghdadk / DB_unlearning
An implementation of the SIGMOD24 paper: Machine Unlearning in Learned DBs: An Experimental Analysis
databases learned-database machine-learning machine-unlearning
Language:Python 6
OcraM17 / DUCK
Code for the paper "DUCK: Distance-based Unlearning via Centroid Kinematics"
centroids computer-vision deep-learning machine-unlearning pytorch
Language:Python 6
xuwkk / task_aware_machine_unlearning
This repo contains data and code for Task-Aware Machine Unlearning with Application to Load Forecasting.
end-to-end-learning influence-function load-forecasting machine-unlearning objective-based-load-forecasting predict-and-optimize
Language:Python 6
awesome-machine-unlearning / awesome-machine-unlearning.github.io
Official Website of https://github.com/tamlhp/awesome-machine-unlearning
machine-unlearning sortable unlearning
Language:HTML 5
seonghobae / kaefa
# kaefa kwangwoon automated exploratory factor analysis for improving research capability to identify unexplained factor structure with complexly cross-classified multilevel structured data in R environment
mirt automated-analysis automated-reasoning automated-machine-learning factor-analysis exploratory-data-analysis exploratory-factor-analysis multilevel-models model-selection exploratory-ifa machine-unlearning
Language:R 5
Happy2Git / GUIDE
USENIX Security'23: Inductive Graph Unlearning
fairness-ml graph-algorithms graph-partitioning machine-unlearning privacy fairness-graph-clustering grpah-unlearning
Language:Jupyter Notebook 4
guangyaodou / ConMU
Breaking the Trilemma of Privacy, Utility, Efficiency via Controllable Machine Unlearning
data-privacy deep-machine-unlearning trustworthy-ai
Language:Python 3
Yesterday-Machine-Unlearning
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.
machine-unlearning
Language:Jupyter Notebook 2
mo-shahab / vershachi-unlearning
A framework for machine unlearning.
api machine-learning project machine-unlearning algorithms framework
Language:Python 2
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)
gdpr-consent machine-unlearning privacy-protection stable-diffusion
Language:Jupyter Notebook 2
terru3 / unlearning
data-privacy forgetting machine-unlearning
Language:Jupyter Notebook 2
daniel05155 / Unlearning-Information-in-Speech-Recognition-Model
This repository is an implementation of machine unlearning in deep learning model.
data-deletion machine-unlearning privacy privacy-protection speech-recognition deep-learning
Language:Python 0

machine-unlearning

jjbrophy47 / machine_unlearning

tamlhp / awesome-machine-unlearning

MinghuiChen43 / awesome-trustworthy-deep-learning

EnnengYang / Awesome-Forgetting-in-Deep-Learning

chrisliu298 / awesome-llm-unlearning

OPTML-Group / Unlearn-Saliency

abbottyanginchina / Awesome-Federated-Unlearning

OPTML-Group / Unlearn-Sparse

MinChen00 / UnlearningLeaks

MinChen00 / Graph-Unlearning

mims-harvard / GNNDelete

bjzhb666 / GS-LoRA

KID-22 / LLM-Unlearning-Paper-List

WenyanLiu / apprenticeship

vsingh-group / LCODEC-deep-unlearning

thisisfine / thisisfine

jjbrophy47 / dare_rf

thupchnsky / mufc

thupchnsky / sgc_unlearn

sail-research / fed-unlearn

Cranial-XIX / Continual-Learning-Private-Unlearning

OPTML-Group / Unlearn-WorstCase

thupchnsky / graph_unlearn

chrisliu298 / llm-unlearn-eco

meghdadk / DB_unlearning

OcraM17 / DUCK

xuwkk / task_aware_machine_unlearning

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

seonghobae / kaefa

Happy2Git / GUIDE

guangyaodou / ConMU

mich1803 / Yesterday-Machine-Unlearning

mo-shahab / vershachi-unlearning

rusenbb / AIzheimer

terru3 / unlearning

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