distributed-learning

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microsoft /msrflute

Star192

Federated Learning Utilities and Tools for Experimentation

machine-learning simulation pytorch personalization privacy-tools nccl federated-learning distributed-learning gloo transformers-models

UpdatedJan 11, 2024
Python

FedML-AI /FedGraphNN

Star183

FedGraphNN: A Federated Learning Platform for Graph Neural Networks with MLOps Support. The previous research version is accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

machine-learning deep-learning tensorflow pytorch gnns federated-learning distributed-learning graph-neural-networks federated-learning-framework fedml

UpdatedDec 19, 2023

Lee-Gihun /FedNTD

Star89

(NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"

machine-learning deep-neural-networks computer-vision deep-learning scaffold artificial-intelligence moon knowledge-distillation federated-learning continual-learning distributed-learning fedavg fedprox fedavgm fedcurv feddyn fedntd fednova

UpdatedFeb 24, 2023
Python

LabeliaLabs /distributed-learning-contributivity

Star57

Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datasets to model performance.

federated-learning distributed-learning responsible-datascience trustworthy-datascience datasets-contributivity collaborative-machinelearning multi-partner-learning

UpdatedMar 25, 2023
Jupyter Notebook

mtuann /federated-learning-updated-papers

Star53

Papers related to Federated Learning in all top venues

federated-learning distributed-learning vertical-federated-learning trustworthy-machine-learning data-heterogeneity horizontal-federated-learning federated-transfer-learning trustworthy-federated-learning

UpdatedNov 20, 2025

bageldotcom /paris

Star52

paris - world's first decentralized trained open-weight diffusion model

machine-learning diffusion distributed-learning diffusion-models laion distributed-ma

UpdatedOct 7, 2025

VectorInstitute /FL4Health

Star48

A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings

machine-learning deep-learning healthcare federated-learning distributed-learning federated-learning-framework

UpdatedNov 27, 2025
Python

AmanPriyanshu /Federated-Recommendation-Neural-Collaborative-Filtering

Sponsor

Star41

Federated Neural Collaborative Filtering (FedNCF). Neural Collaborative Filtering utilizes the flexibility, complexity, and non-linearity of Neural Network to build a recommender system. Aim to federate this recommendation system.

deep-learning neural-network iid collaborative-filtering recommendation-system recommendation-engine recommender-system recommendation-algorithms federated movie-recommendation federated-learning distributed-learning neural-collaborative-filtering ncf non-iid deep-recommender-system

UpdatedApr 13, 2023
Python

FederalLab /OpenFed

Star33

A Comprehensive and Versatile Open-Source Federated Learning Framework

benchmark framework deep-learning pytorch artificial-intelligence safety federated-learning distributed-learning

UpdatedApr 3, 2023
Python

RCL-NUS /Auto-Multilift

Star31

Auto-Multilift is a novel learning framework for cooperative load transportation with quadrotors. It can automatically tune various MPC hyperparameters, which are modeled by DNNs and difficult to tune manually, via reinforcement learning in a distributed and closed-loop manner.

multiagent-reinforcement-learning distributed-learning