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machine-unlearning

Here are 33 public repositories matching this topic...

jjbrophy47 / machine_unlearning

Existing Literature about Machine Unlearning

machine-unlearning data-deletion data-removal

Updated May 2, 2024

tamlhp / awesome-machine-unlearning

Awesome Machine Unlearning (A Survey of Machine Unlearning)

data-privacy gdpr right-to-be-forgotten machine-unlearning continual-learning forgetting data-deletion unlearning membership-inference data-removal model-certification federated-unlearning recommendation-unlearning few-shot-unlearning unlearning-verification feature-injection deep-unlearning llm-unlearning

Updated Apr 23, 2024
Jupyter Notebook

MinghuiChen43 / awesome-trustworthy-deep-learning

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

Updated May 7, 2024

EnnengYang / Awesome-Forgetting-in-Deep-Learning

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.

machine-learning reinforcement-learning deep-learning generative-model domain-adaptation meta-learning overfitting machine-unlearning federated-learning continual-learning catastrophic-forgetting self-supervised-learning model-inversion-attacks forgetting membership-inference-attacks coreset-selection data-free-knolwedge-distillation property-inference-attacks model-attacks beneficial-forgetting

Updated May 3, 2024

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

generative-model data-privacy diffusion machine-unlearning forgetting diffusion-models data-deletion membership-inference-attack unlearning membership-inference data-removal

Updated May 8, 2024
Python

abbottyanginchina / Awesome-Federated-Unlearning

Awesome Federated Unlearning (FU) Papers (Continually Update)

machine-unlearning federated-learning federated-unlearning

Updated Apr 24, 2024

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 forgetting data-deletion membership-inference-attack unlearning membership-inference data-removal

Updated Mar 12, 2024
Python

MinChen00 / UnlearningLeaks

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

machine-learning machine-unlearning membership-inference-attack

Updated May 20, 2022
Python

MinChen00 / Graph-Unlearning

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

gdpr machine-unlearning machine-learning-privacy

Updated Mar 10, 2023
Python

mims-harvard / GNNDelete

General Strategy for Unlearning in Graph Neural Networks

knowledge-graph representation-learning machine-unlearning geometric-deep-learning graph-learning graph-neural-networks

Updated Feb 20, 2023
Python

WenyanLiu / apprenticeship

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

awesome privacy paper blockchain recommender-systems fairness machine-unlearning federated-learning

Updated May 19, 2022

vsingh-group / LCODEC-deep-unlearning

Code for CVPR22 paper "Deep Unlearning via Randomized Conditionally Independent Hessians"

privacy deep-learning matlab pytorch neural-networks gdpr machine-unlearning rtbf data-deletion data-removal deep-unlearning machine-forgetting

Updated Jul 9, 2022
Python

thisisfine

thisisfine / thisisfine

T̶̘̊h̷̙͘į̸̀ș̷͌ ̴̳̀r̴̬̕e̷̬͐p̵͍̚o̵̧̎s̶̗͂i̷͚̿t̷̟͝õ̴͙ř̵̘y̷̛̪ ̴̮͌i̶͊͜s̴̠̊ ̴̼͗f̶͘͜i̵̮͊n̴̨̊e̶̖̍!̷̝͋ ̴̨͛T̷̐͜h̷̺̔e̶̩̍r̸̰͒é̶̥ ̸̻̇ȉ̶͍s̵̡̍ ̴̛̫n̶̼̓ọ̷̀t̸̊ͅh̵̙͑ĩ̶͚n̵͙̋g̴̫̃ ̸̼͊w̷̘̿r̶̩̓o̷̠͝n̷͉͌g̶̞͒ ̷̛̼ọ̸̓v̶͍̈́e̵̺͑r̸̻̄ ̴̲̀h̸̉ͅé̶͙r̷̻̾e̷̠͛.̸̨̌

Updated Apr 14, 2021
HTML

KID-22 / LLM-Unlearning-Survey

machine-unlearning unlearning llm chatgpt llm-unlearning

Updated Apr 18, 2024

bjzhb666 / GS-LoRA

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

editing machine-unlearning continual-learning forgetting unlearning model-editing face-transformer casia-webface continual-forgetting

Updated Mar 24, 2024
Python

thupchnsky / mufc

A federated clustering approach with the corresponding unlearning mechanism (ICLR 2023)

machine-learning machine-unlearning federated-learning federated-clustering

Updated Oct 12, 2023
Python

chrisliu298 / awesome-llm-unlearning

A resource repository for machine unlearning in large language models

awesome alignment machine-unlearning unlearning llm large-language-model llm-unlearning

Updated May 7, 2024

thupchnsky / sgc_unlearn

Certified (approximate) machine unlearning for simplified graph convolutional networks (SGCs) with theoretical guarantees (ICLR 2023)

machine-learning machine-unlearning graph-neural-networks graph-unlearning

Updated Feb 17, 2023
Python

jjbrophy47 / dare_rf

Machine Unlearning for Random Forests

random-forests machine-unlearning data-removal

Updated May 3, 2024
Python

sail-research / fed-unlearn

An Empirical Study of Federated Unlearning: Efficiency and Effectiveness (Accepted Conference Track Papers at ACML 2023)

machine-unlearning federated-learning federated-unlearning

Updated Sep 29, 2023
Python

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