Awesome Federated Computing

📚 👓 A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
Alternatives To Awesome Federated Computing
Project NameStarsDownloadsRepos Using ThisPackages Using ThisMost Recent CommitTotal ReleasesLatest ReleaseOpen IssuesLicenseLanguage
Awesome Federated Learning482
3 months agomitShell
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
Fedprox465
2 months ago6mitPython
Federated Optimization in Heterogeneous Networks (MLSys '20)
Awesome Federated Computing414
a year agocc0-1.0
:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
Federated Learning300
2 years agomit
Everything about Federated Learning (papers, tutorials, etc.) -- 联邦学习
Backdoor_federated_learning102
3 years agomitPython
Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)
Lg Fedavg46
2 years agomitPython
Federated Learning with Local and Global Representations
Gan Attack Against Federated Deep Learning46
4 months agomitPython
The reproduction of the paper Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning.
Foltr Es33
2 years agootherJupyter Notebook
The source code to reproduce the results reported in the 'Federated Online Learning to Rank with Evolution Strategies' paper, published at WSDM 2019.
Rfa30
9 months ago2bsd-2-clausePython
Robust aggregation for federated learning with the RFA algorithm.
Feddane17
2 years ago1mitPython
FedDANE: A Federated Newton-Type Method (Asilomar Conference on Signals, Systems, and Computers ‘19)
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Awesome Federated Computing Awesome

A collection of research papers, codes, tutorials and blogs on ML carried out in a federated manner (distributed;decentralized).

Maintainer - Tushar Semwal

*Please feel free to shoot me a PR.😊

Contents

Blogs

Survey Papers

Research Papers

2021

2020

2019

2018

2017

2016

2015

Libraries/Frameworks

Tutorials

Datasets

Projects

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