Cloudslab/murmura

A decentralized/P2P federated learning library

Language: Python - Size: 202 MB - Last synced at: about 5 hours ago - Pushed at: about 6 hours ago - Stars: 3 - Forks: 1

apple/pfl-research

Simulation framework for accelerating research in Private Federated Learning

Language: Jupyter Notebook - Size: 3.75 MB - Last synced at: about 16 hours ago - Pushed at: about 17 hours ago - Stars: 326 - Forks: 38

CyberDataLab/nebula

NEBULA: A Platform for Decentralized Federated Learning

Language: Python - Size: 29.1 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 65 - Forks: 26

adap/flower

Flower: A Friendly Federated AI Framework

Language: Python - Size: 161 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 5,982 - Forks: 1,014

moh-a-abde/FL-CML-Pipeline

Federated Learning (FL) system for network intrusion detection using XGBoost. A privacy-preserving federated learning framework using Flower, PyTorch, and Hydra, with CI/CD automation for seamless ML deployment.

Language: Jupyter Notebook - Size: 276 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 1 - Forks: 0

APPFL/APPFL

Advanced Privacy-Preserving Federated Learning framework

Language: Python - Size: 66.4 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 133 - Forks: 24

youngfish42/Awesome-FL

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

Language: Python - Size: 5.42 MB - Last synced at: 3 days ago - Pushed at: 12 days ago - Stars: 1,745 - Forks: 197

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.

Size: 80.8 MB - Last synced at: 2 days ago - Pushed at: over 1 year ago - Stars: 181 - Forks: 42

leondavi/NErlNet

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

Language: Python - Size: 66 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 48 - Forks: 8

KarhouTam/FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗

Language: Python - Size: 8.43 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 602 - Forks: 102

VectorInstitute/FL4Health

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

Language: Python - Size: 213 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 42 - Forks: 12

theurn15/blockchain

A concise demo repository showcasing a simplified, educational implementation of a blockchain‐driven federated learning workflow (using logistic regression) based on our recent paper. Includes encrypted model‐weight transactions, proof‐of‐work mining, and a basic complaint‐handling framework.

Language: Python - Size: 12.7 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0

lishenghui/blades

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

Language: Python - Size: 13.1 MB - Last synced at: 2 days ago - Pushed at: 4 months ago - Stars: 141 - Forks: 22

ethanchilds/Petal-FL

Language: Python - Size: 67.4 KB - Last synced at: 11 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

FederatedLearningAalto/FederatedLearningAalto.github.io Fork of poole/lanyon

Course site for CS-E4740 Federated Learning

Language: Jupyter Notebook - Size: 20.1 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 9 - Forks: 6

KristinaP09/Fed-MVKM

Python packages for Federated Multi-View K-Means Clustering

Language: Python - Size: 85 KB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 0 - Forks: 0

KristinaP09/federated-mview-kmeans

Matlab Implementation for Federated Multi-View K-Means Clustering

Language: MATLAB - Size: 20.1 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 0 - Forks: 0

daisy-field/daisy

A Framework for Fully Distributed, Anomaly-Based Intrusion Detection in Security-Oriented Edge Computing Environments.

Language: Python - Size: 99.2 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 10 - Forks: 0

nclabteam/FedEasy

FedEasy is an intuitive powerful yet simple to use Federated Learning framework. Our goal is to streamline the process of setting up and running federated learning experiments with ease, making advanced machine learning techniques accessible to researchers and developers alike.

Language: Python - Size: 1.13 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 13 - Forks: 7

SMILELab-FL/FedLab

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

Language: Jupyter Notebook - Size: 85.6 MB - Last synced at: 21 days ago - Pushed at: 10 months ago - Stars: 767 - Forks: 130

GalaxyLearning/GFL

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

Language: Python - Size: 2.27 MB - Last synced at: 24 days ago - Pushed at: over 2 years ago - Stars: 251 - Forks: 60

beiyuouo/fedhf

🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.

Language: Python - Size: 905 KB - Last synced at: 22 days ago - Pushed at: almost 3 years ago - Stars: 23 - Forks: 20

Substra/substra

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

Language: Python - Size: 5.43 MB - Last synced at: 6 days ago - Pushed at: 8 months ago - Stars: 279 - Forks: 36

weimingwill/awesome-federated-learning

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

Language: Shell - Size: 271 KB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 693 - Forks: 97

future-internet-lab/attackFL

Federated Learning attack and defense testbed

Language: Python - Size: 34 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 0

FranEnguix/royalflush

Royal FLush is a Python framework specifically designed to facilitate the development, execution and analysis of multi-agent systems (MAS) federated learning (FL) experiments.

Language: HTML - Size: 317 KB - Last synced at: 24 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

FLEXible-FL/FLEXible

Federated Learning (FL) experiment simulation in Python.

Language: Python - Size: 8.53 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 17 - Forks: 1

QVQZZZ/HeFlwr

HeFlwr: Federated Learning for Heterogeneous Devices

Language: Python - Size: 24.5 MB - Last synced at: 9 days ago - Pushed at: 3 months ago - Stars: 118 - Forks: 13

SHVleV9CYWkK/LightFedLab

🌐 Lightweight Federated Learning Framework 🚀 | Simplifying federated learning experiments with a focus on algorithms not infrastructure | 🧪 Easy setup and run

Language: Python - Size: 224 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

ethicalabs-ai/FlowerTune-Qwen2.5-Coder-0.5B-Instruct

FlowerTune LLM on Coding Dataset

Language: Python - Size: 530 KB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

future-internet-lab/coorFL

協調 - kyōchō - Coordinated Federated Learning

Language: Python - Size: 72 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 2 - Forks: 2

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.

Language: Python - Size: 585 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 32 - Forks: 4

ethicalabs-ai/FlowerTune-SmolLM2-1.7B-Instruct-Finance

FlowerTune LLM on Finance Dataset (sentiment analysis)

Language: Python - Size: 287 KB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

ethicalabs-ai/FlowerTune-xLSTM-7b-NLP

FlowerTune LLM on NLP Dataset

Language: Python - Size: 278 KB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

ale18V/FedChain

Proof of Stake Blockchain supporting Federated Learning

Language: Python - Size: 1.32 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

mrs83/FlowerTune-phi-4-NLP

FlowerTune LLM on NLP Dataset

Language: Python - Size: 192 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

liuhang1994/RIS-FL

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

Language: Python - Size: 152 KB - Last synced at: 5 months ago - Pushed at: 12 months ago - Stars: 64 - Forks: 16

mrs83/FlowerTune-Mistral-7B-Instruct-v0.3-Medical

FlowerTune LLM on Medical Dataset

Language: Python - Size: 1.13 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

mrs83/FlowerTune-Qwen2.5-7B-Instruct-Medical

FlowerTune LLM on Medical Dataset

Language: Python - Size: 1.13 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

saadan1234/FL

Federated Learning Project

Language: Python - Size: 151 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

AmanPriyanshu/FL-Interactive-Game

FL-Interactive-Game: Interactive web game that teaches basic components of Federated Learning

Language: HTML - Size: 18 MB - Last synced at: 3 days ago - Pushed at: 7 months ago - Stars: 2 - Forks: 0

bioint/MetisFL

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

Language: Python - Size: 2.91 MB - Last synced at: 7 months ago - Pushed at: 12 months ago - Stars: 529 - Forks: 44

nimbus-gateway/Flower-With-MLflow

This is a simple demonstration of how MLflow can be utilised to track and trace local ML models trained in a Federated Learning set-up.

Language: Python - Size: 2.99 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 1

MKZuziak/FedJust

Simple and customizable framework that can serve as a boilerplate for your Federated simulations.

Language: Python - Size: 844 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 4 - Forks: 0

WellingtonLobato/flexe

Flexe - The open source federated learning for vehicular network simulation framework.

Language: C++ - Size: 4.43 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 15 - Forks: 1

MuhammadAshiqAmeer/Federated_learning_experiments_with_Intel-openfl

Custom Intel open federated learning experiment

Language: Jupyter Notebook - Size: 19.1 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

AhmadTaheri2021/Federated-Deep-Learning

A Federated Deep Learning Simulator Framework (FedSim). This simulator was developed under supervision of Dr. Keyvan RahimiZadeh.

Language: Python - Size: 10.8 MB - Last synced at: 11 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

Yujun-Shi/FedCLS

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

Language: Python - Size: 24.4 KB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 40 - Forks: 2

denoslab/friendlyfl-router

Routing Server (RS) component of the FriendlyFL framework

Language: Python - Size: 177 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

specterprivacy/cli

A platform-independent, lightweight solution for creating, managing, and enforcing data policies programmatically across processing platforms, ensuring seamless data governance and compliance.

Size: 9.77 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

WellingtonLobato/PyFlexe

Flexe - The open source federated learning for vehicular network simulation framework.

Language: Python - Size: 112 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 1

eclypse-org/fedclypse

FedRay: a Research Framework for Federated Learning based on Ray

Language: Python - Size: 90.8 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 20 - Forks: 0

officialarijit/DFL

A Docker-Based Federated Learning Framework Design and Deployment for Multi-modal Data Stream Classification

Language: Python - Size: 182 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 0

denoslab/friendlyfl-workbench

Local development and test environment for FriendlyFL based on docker-compose

Language: Makefile - Size: 20.5 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

denoslab/friendlyfl-controller

Controller component of the FriendlyFL framework

Language: Python - Size: 125 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

arvintashakori/SemiPFL

SemiPFL: Personalized Semi-Supervised Federated Learning Framework for Edge Intelligence

Language: Python - Size: 1.67 GB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 2

paritybit-ai/XFL

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

Language: Python - Size: 4.24 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 43 - Forks: 10

MetisFL-AI/MetisFL

The first open Federated Learning framework implemented in C++ and Python3 for secure, scalable and efficient federated workflows.

Language: C++ - Size: 13.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

zhlinup/Relay-FL

Simulation Codes for “Relay-Assisted Cooperative Federated Learning”

Language: Python - Size: 13.6 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 4

ansjin/fl_faas_fabric

FedKeeper is a client-based python tool for propagating FL-client functions over FaaS fabric. Its main objective is to act as a manager or keeper of various client functions distributed over different FaaS platforms.

Language: Python - Size: 1.58 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 2

bariscamli/Decentralized-Federated-Learning

Decentralized (P2P) Federated Learning implementation using libp2p JavaScript

Language: JavaScript - Size: 21 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 1

hwaves/FedCore

A research-oriented federal learning framework.

Language: Python - Size: 181 KB - Last synced at: 7 days ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

ajulyav/NVIDIA_FLARE

Guide (based on my experiments) on NVIDIA FLARE™ (NVIDIA Federated Learning Application Runtime Environment)

Size: 1.82 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

varnio/fedsim_website

Page for fedsim

Size: 12.7 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

bariscamli/Centralized-Federated-Learning

Centralized Federated Learning using WebSockets and TensorFlow

Language: Python - Size: 17.5 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0