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federated-learning-framework

Here are 46 public repositories matching this topic...

flower

adap / flower

Flower: A Friendly Federated AI Framework

Updated Apr 11, 2025
Python

Awesome-FL

youngfish42 / Awesome-FL

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

Updated Apr 4, 2025
Python

KarhouTam / FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗

machine-learning deep-learning federated-learning pytorch-implementation federated-learning-framework personalized-federated-learning

Updated Mar 31, 2025
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

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

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

APPFL / APPFL

Advanced Privacy-Preserving Federated Learning framework

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

Updated Apr 10, 2025
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

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 Feb 27, 2024
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 Feb 10, 2025
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

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 Apr 10, 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 Apr 11, 2025
Python

tayebiarasteh / federated_he

Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology and radiology, reaching state-of-the-art performance with privacy guarantees.

deep-learning pytorch medical-imaging image-classification segmentation image-segmentation mri-images homomorphic-encryption differential-privacy medical-image-analysis federated-learning mri-brain mri-segmentation pysyft federated-learning-framework

Updated Dec 7, 2023
Python

beiyuouo / fedhf

🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.

python machine-learning distributed-machine-learning federated-learning federated-learning-framework fedhf

Updated Aug 19, 2022
Python

eclypse-org / federact

FedRay: a Research Framework for Federated Learning based on Ray

machine-learning ray federated-learning federated-learning-framework

Updated Nov 20, 2024
Python

FLEXible-FL / FLEXible

Federated Learning (FL) experiment simulation in Python.

python data-science machine-learning ai deep-learning models dataset python-package federated-learning federated-learning-framework

Updated Feb 5, 2025
Python

zhlinup / Relay-FL

Simulation Codes for “Relay-Assisted Cooperative Federated Learning”

relay fl federated-learning edge-ai edge-intelligence federated-learning-framework cooperative-fl

Updated Mar 10, 2022
Python

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