distributed-learning 开源项目推荐（104 个）

microsoft /msrflute

Federated Learning Utilities and Tools for Experimentation

FedML-AI /FedGraphNN

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.

Lee-Gihun /FedNTD

（NeurIPS 2022）“通过联邦学习中的非真蒸馏保存全球知识”的正式实施

mtuann /federated-learning-updated-papers

Papers related to Federated Learning in all top venues

bageldotcom /paris

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

VectorInstitute /FL4Health

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

LabeliaLabs /distributed-learning-contributivity

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

AmanPriyanshu /Federated-Recommendation-Neural-Collaborative-Filtering

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.

RCL-NUS /Auto-Multilift

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.

FederalLab /OpenFed

A Comprehensive and Versatile Open-Source Federated Learning Framework

BerivanIsik /sparse-random-networks

Implementation of the FedPM framework by the authors of the ICLR 2023 paper "Sparse Random Networks for Communication-Efficient Federated Learning".

officialarijit /DW-FedAvg

A Federated Learning based Android Malware Classification System

jtirana98 /SFL-workflow-optimization

Numerical Evaluation and Implementation of paper: Workflow Optimization for paper Parallel Split Learning (IEEE INFOCOM 2024).

IKNL /vantage6

Docker CLI package for the vantage6 infrastructure

burrmill /burrmill

BurrMill core

cshjin /fedsimul

A project for simulation of Asynchronous Federated Learning

Lee-Gihun /FedSOL

(CVPR 2024) Official Implementation of "FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning"

Alirezalm /SCOT

Sparse Convex Optimization Toolkit (SCOT)

Sakshi09Ch /CoDeC

[TMLR] CoDeC: Communication-Efficient Decentralized Continual Learning

HaoweiLi778 /JointSQ

Simple Implementation of the CVPR 2024 Paper "JointSQ: Joint Sparsification-Quantization for Distributed Learning"