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federated-learning-framework

Here are 91 public repositories matching this topic...

flower

flwrlabs / flower

Flower: A Friendly Federated AI Framework

Updated Sep 2, 2026
Python

Awesome-FL

youngfish42 / Awesome-FL

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

Updated May 20, 2026
Python

SMILELab-FL / FedLab

A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

machine-learning deep-learning pytorch federated-learning federated-learning-framework pytorch-federated-learning fedlab

Updated Oct 20, 2025
Jupyter Notebook

weimingwill / awesome-federated-learning

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

machine-learning privacy data-privacy distributed-optimization meta-learning federated-learning federated-optimization differential-privacy-deep-learning federated-learning-framework non-iid decentralized-federated-learning communication-efficiency statistical-heterogeneity

Updated Nov 16, 2025
Shell

KarhouTam / FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗

machine-learning deep-learning parallelism ray differential-privacy federated-learning pytorch-implementation federated-learning-framework personalized-federated-learning

Updated Jan 25, 2026
Python

bioint / MetisFL

The first open Federated Learning framework implemented in C++ and Python.

machine-learning deep-learning artificial-intelligence federated-learning federated-learning-framework collaborative-ai federated-analytics

Updated Jun 27, 2024
Python

apple / pfl-research

Simulation framework for accelerating research in Private Federated Learning

machine-learning privacy differential-privacy federated-learning federated-learning-framework

Updated Aug 6, 2026
Jupyter Notebook

Substra / substra

Low-level Python library used to interact with a Substra network

federated-learning federated-learning-framework

Updated Oct 14, 2024
Python

GalaxyLearning / GFL

Galaxy Federated Learning Framework （星际联邦学习框架）

algorithm decentralized blockchain pytorch federated-learning federated-learning-algorithm federated-learning-framework

Updated Jan 14, 2023
Python

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.

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

Updated Dec 19, 2023

APPFL / APPFL

Advanced Privacy-Preserving Federated Learning framework

privacy-preserving-machine-learning federated-learning-framework

Updated Sep 1, 2026
Python

blades

lishenghui / blades

⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning

distributed-systems robust-optimization federated federated-learning robust-machine-learning byzantine-fault-tolerance federated-learning-framework fedavg federated-learning-simulator robust-federated-learning model-poisoning-attack

Updated Feb 16, 2025
Python

QVQZZZ / HeFlwr

HeFlwr: Federated Learning for Heterogeneous Devices

machine-learning deep-learning pytorch artificial-intelligence image-classification machinelearning pruning deeplearning flower federated-learning federated-learning-framework

Updated Mar 3, 2025
Python

CyberDataLab / nebula

NEBULA: A Platform for Decentralized Federated Learning

python open-source platform machine-learning framework deep-learning neural-network decentralized artificial-intelligence communication-networks collaborative-learning decentralized-application federated-learning federated-learning-framework decentralized-federated-learning

Updated Jun 29, 2026
Python

liuhang1994 / RIS-FL

Simulation Codes for "Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach"

federated-learning edge-ai federated-learning-framework intelligent-reflecting-surfaces reconfigurable-intelligent-surfaces

Updated Jun 24, 2024
Python

Fractal-Compute-Orchestrations / FractalAndroid

A human-centric, resource-aware Android node for edge computing and federated learning. Orchestrates distributed intelligence with privacy-first localization and empathetic hardware management.

android kotlin distributed-systems machine-learning mvvm resource-management edge-computing litert federated-learning privacy-by-design tflite edge-ai human-centric-design on-device-ai federated-learning-framework fractal-architecture litert-for-android

Updated Aug 22, 2026
Kotlin

VectorInstitute / FL4Health

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

Updated Sep 1, 2026
Python

NErlNet

leondavi / NErlNet

Nerlnet is a framework for research and development of distributed machine learning models on IoT

python iot distributed-systems machine-learning erlang ai neural-network fault-tolerance ml cowboy federated distributed-machine-learning federated-learning artificial-intelligence-projects distributed-ml federated-learning-framework nerlnet

Updated Mar 8, 2026
Python

paritybit-ai / XFL

An Efficient and Easy-to-use Federated Learning Framework.

python machine-learning deep-learning federated-learning federated-learning-framework paritybit paritybit-ai

Updated Mar 17, 2026
Python

Yujun-Shi / FedCLS

[ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)

representation-learning federated-learning federated-learning-framework iclr2023

Updated Jan 30, 2023
Python

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