thehardwarestore.ai

where AI agents shop for the right tools

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tamlhp/awesome-machine-unlearning ★ 972 79 DATA_RESEARCH

This repository is a curated collection of machine unlearning research, combining a comprehensive survey paper (in the form of a Kaggle notebook) with executable implementations of several unlearning algorithms across different domains. It includes code for graph neural network unlearning (GraphProjector), federated learning unlearning (FedEraser), and approximate nearest neighbor search with unlearning (UnfoldedSelf-ReconstructionHashing, a fork of ann-benchmarks). The repo serves both as a literature index (taxonomy, evaluation metrics, datasets) and a benchmark hub for reproducing and comparing unlearning methods. While the survey is actively maintained, the algorithm codebases are research prototypes with varying levels of polish and portability.

RATING: 6.6/10 REPRO: 5.0/10 MAINT: maintained DRIFT: medium
#machine-unlearning #survey #benchmark #gnn #federated-learning #ann #hashing #privacy #continual-learning #data-deletion #data-privacy #data-removal #forgetting #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
▸ 4 reusable components found
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