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GitHub topics: federated-learning

CyberDataLab/nebula

NEBULA: A Platform for Decentralized Federated Learning

Language: Python - Size: 28.7 MB - Last synced at: 34 minutes ago - Pushed at: about 1 hour ago - Stars: 66 - Forks: 27

IvanComp/AP4Fed

AP4Fed is a Federated Learning platform built on top of Flower, an open-source Python library designed to simplify the development of Federated Learning systems. AP4Fed enhances this foundation with architectural patterns and advanced monitoring capabilities, enabling performance evaluation.

Language: Jupyter Notebook - Size: 357 MB - Last synced at: about 2 hours ago - Pushed at: about 3 hours ago - Stars: 1 - Forks: 0

adap/flower

Flower: A Friendly Federated AI Framework

Language: Python - Size: 162 MB - Last synced at: about 5 hours ago - Pushed at: about 6 hours ago - Stars: 6,035 - Forks: 1,024

PrivateAIM/hub

This repository contains the hub packages & services of FLAME.

Language: TypeScript - Size: 94.7 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 1 - Forks: 0

STRONGAYA/v6-hads-scoring

Vantage6 algorithm that performs hospital anxiety and depression scale (HADS) scoring.

Language: Python - Size: 32.2 KB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 0

VectorInstitute/fed-rag

A framework for fine-tuning retrieval-augmented generation (RAG) systems.

Language: Python - Size: 10.8 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 112 - Forks: 21

Mohmer/Umazen-AI

Build a decentralized AI infrastructure on Solana, enabling secure on-chain model training and creating a global marketplace for AI inference services.

Language: Rust - Size: 229 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 0 - Forks: 0

MedMNIST/MedMNIST

[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

Language: Python - Size: 13.6 MB - Last synced at: 1 day ago - Pushed at: 6 months ago - Stars: 1,212 - Forks: 182

EnnengYang/Awesome-Model-Merging-Methods-Theories-Applications

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

Size: 1.4 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 449 - Forks: 20

mtuann/federated-learning-updated-papers

Papers related to Federated Learning in all top venues

Size: 4.25 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 33 - Forks: 3

beiyuouo/arxiv-daily

🎓 Automatically Update Some Fields Papers Daily using Github Actions (Update Every 12th hours)

Language: Python - Size: 35.2 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 175 - Forks: 51

FedML-AI/FedML

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

Language: Python - Size: 892 MB - Last synced at: 2 days ago - Pushed at: about 1 month ago - Stars: 3,880 - Forks: 750

premkumar610/Scoria-AI

Scoria AI is a decentralized AI agent framework on blockchain, enabling private, on-device Web3 intelligence for users and enterprises.

Language: Rust - Size: 163 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0

Sonix321/colosseum-oran-frl-demo

<h1 align="center"> Colosseum-ORAN-FRL-Demo<br> Offline Federated RL for O-RAN Slice Management</h1><p align="center"> <b>Colosseum-ORAN-FRL-Demo</b> is an end-to-end research starter-kit that turns<br> <a href="https://github.com/wineslab/colosseum-oran-coloran-dataset">Colosseum ORAN KPI traces</a> into a reproducible, <em>offline</e

Language: Jupyter Notebook - Size: 115 KB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0

thinh-dao/BackFed

An Efficient & Standardized Benchmark Suite for Backdoor Attacks in Federated Learning

Language: Python - Size: 96.2 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 25 - Forks: 0

scimorph/secureml

Easy-to-use utilities to build privacy-preserving AI.

Language: Python - Size: 1.69 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 8 - Forks: 0

VectorInstitute/FL4Health

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

Language: Python - Size: 216 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 43 - Forks: 13

Federated-Learning-Machine-Learning/federated-learning-project

This project explores pTaLoS, a hybrid strategy that improves convergence in federated learning by combining global model editing (TaLoS) with personalized updates (pFedEdit), evaluated on ViT-S/16 and CIFAR-100.

Language: Jupyter Notebook - Size: 25.1 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0

KarhouTam/FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗

Language: Python - Size: 8.55 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 603 - Forks: 100

OTANK10/Federated-Learning-on-Heterogeneous-Sensors

Comprehensive study investigating the effects of data heterogeneity and adversarial attacks on federated learning systems across multiple benchmark datasets, revealing critical trade-offs between robustness, efficiency, and generalization.

Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 0

Mohammad-Bakhtiari/fedscgen-pypi

A lightweight, pip-installable version of FedscGen.

Language: Python - Size: 570 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

Naveen-526/Federated-Learning-based-IDS

This repository features a federated learning system designed for intrusion detection in IoT networks, ensuring data privacy while maintaining high accuracy. The project utilizes the Flower framework and includes essential components like data processing, server-client architecture, and SSL certificates for secure communication. 🐙🌐

Language: Jupyter Notebook - Size: 19.5 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

Cloudslab/murmura

A decentralized/P2P federated learning library

Language: Python - Size: 214 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 3 - Forks: 1

lunan0320/FedPHE

Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning

Language: Python - Size: 56.6 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 31 - Forks: 8

OpenMined/PySyft

Perform data science on data that remains in someone else's server

Language: Python - Size: 736 MB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 9,719 - Forks: 2,000

lishenghui/awesome-fm-fl

✨✨A curated list of latest advances on Large Foundation Models with Federated Learning

Language: Python - Size: 597 KB - Last synced at: 3 days ago - Pushed at: 9 days ago - Stars: 118 - Forks: 7

KCL-BMEIS/UltraFlwr

Federated YOLO with Flower and Ultralytics.

Language: Python - Size: 92.4 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 15 - Forks: 3

lucianoamarante/edgetrain

EdgeTrain is a powerful framework that enables fast, on-device machine learning using WebGPU technology. With a focus on privacy, it ensures that no data leaves your device while delivering real-time training in your browser.

Language: TypeScript - Size: 46.9 KB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

pranav-m-r/Hateful-Memes-FL

A federated learning implementation of the 'Hateful Memes' dataset by Meta using Flower.

Language: Python - Size: 12.7 KB - Last synced at: 4 days ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

tuhinsharma121/ai-playground

I put all my exploration around AI in reproducible notebooks in this repository

Language: Jupyter Notebook - Size: 80.4 MB - Last synced at: 1 day ago - Pushed at: 8 days ago - Stars: 84 - Forks: 21

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: 7 days ago - Pushed at: 25 days ago - Stars: 1,753 - Forks: 197

google-parfait/dataset_grouper

Libraries for efficient and scalable group-structured dataset pipelines.

Language: Python - Size: 60.5 KB - Last synced at: 2 days ago - Pushed at: 7 days ago - Stars: 26 - Forks: 4

harsh-vora/healthcare-alzheimers

A privacy-preserving machine learning system that enables multiple healthcare institutions to collaboratively train models for Alzheimer's disease prediction without sharing sensitive patient data.

Language: Python - Size: 0 Bytes - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

CiferAI/ciferai

Cifer provides a decentralized AI development ecosystem with data-ownership proof on the Cifer blockchain, using a Privacy-Preserving Machine Learning (PPML) framework offers several methods for secure, private, collaborative machine learning “Federated Learning” and “Fully Homomorphic Encryption”

Language: Python - Size: 14.5 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 5 - Forks: 1

wzjialang/PFedSIS

[IEEE TBME Featured Article] PyTorch Implementation for 'Personalizing Federated Instrument Segmentation with Visual Trait Priors in Robotic Surgery'

Language: Python - Size: 121 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

open-risk/fedilearn Fork of bonfire-networks/bonfire-app

A federated learning system based on ActivityPub/Bonfire

Language: Elixir - Size: 144 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

chamathpali/FedSim

Similarity Guided Model Aggregation for Federated Learning

Language: Python - Size: 37 MB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 25 - Forks: 0

google/fedjax

FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.

Language: Python - Size: 842 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 265 - Forks: 42

mplspunk/awesome-privacy-engineering

A curated list of resources related to privacy engineering

Size: 513 KB - Last synced at: 6 days ago - Pushed at: 9 months ago - Stars: 149 - Forks: 26

NVIDIA/NVFlare

NVIDIA Federated Learning Application Runtime Environment

Language: Python - Size: 115 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 752 - Forks: 199

NUAA-SmartSensing/FedModule

联邦学习模块化框架,支持各类FL。A universal federated learning framework, free to switch thread and process modes

Language: Python - Size: 12.1 MB - Last synced at: 5 days ago - Pushed at: 14 days ago - Stars: 171 - Forks: 21

huweibo/Awesome-Federated-Learning-on-Graph-and-GNN-papers

Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.

Size: 33.2 KB - Last synced at: 5 days ago - Pushed at: over 1 year ago - Stars: 341 - Forks: 50

wzx442/PVPF

The official repository of PVPF

Language: Python - Size: 73.2 KB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

siomvas/awesome-federated-reinforcement-learning

Publication catalog for research on Federated RL (FRL).

Size: 4.88 KB - Last synced at: 2 days ago - Pushed at: almost 4 years ago - Stars: 81 - Forks: 13

scaleoutsystems/fedn

An enterprise-ready and vendor-agnostic federated learning platform.

Language: Python - Size: 356 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 154 - Forks: 36

EnnengYang/Awesome-Forgetting-in-Deep-Learning

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

Size: 708 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 305 - Forks: 15

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: 6 days ago - Pushed at: over 1 year ago - Stars: 180 - Forks: 42

rekkles2/Fed_WSVAD

Dual-detector Re-optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping (Fed-WSVAD)

Language: Python - Size: 4.19 MB - Last synced at: 11 days ago - Pushed at: 12 days ago - Stars: 1 - Forks: 0

ethanchilds/Petal-FL

Language: Python - Size: 92.8 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

Koukyosyumei/AIJack

Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

Language: C++ - Size: 152 MB - Last synced at: 11 days ago - Pushed at: 2 months ago - Stars: 391 - Forks: 64

STRONGAYA/v6-py-client-in-dotnet

Implementation of Vantage6's Python client in .NET using PythonNet

Language: C# - Size: 57.6 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

secretflow/secretflow

A unified framework for privacy-preserving data analysis and machine learning

Language: Python - Size: 198 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 2,459 - Forks: 441

KristinaP09/Fed-MVKM

Python package for Federated Multi-View K-Means Clustering

Language: Python - Size: 89.8 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 1 - Forks: 0

makgyver/fluke

Federated learning framework made by researchers for researchers :)

Language: Python - Size: 6.65 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 43 - Forks: 7

anaskalt/fedra

A decentralized federated learning framework enabling secure P2P model training on edge devices.

Language: Python - Size: 16.1 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 1 - Forks: 0

owkin/fedeca

Code repository associated with the FedECA article

Language: Python - Size: 36.4 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 7 - Forks: 2

Pengxin-Guo/HyperFL

A New Federated Learning Framework Against Gradient Inversion Attacks [AAAI 2025].

Language: Python - Size: 1.56 MB - Last synced at: about 10 hours ago - Pushed at: about 10 hours ago - Stars: 15 - Forks: 2

xaynetwork/xaynet 📦

Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.

Language: Rust - Size: 6.81 MB - Last synced at: 6 days ago - Pushed at: almost 3 years ago - Stars: 200 - Forks: 28

youngfish42/FL-paper-update-tracker

Track Federated Learning Papers

Language: Python - Size: 1.13 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 31 - Forks: 5

alexjungaalto/FederatedLearning

Material workbench for the master-level course CS-E4740 "Federated Learning"

Language: Jupyter Notebook - Size: 274 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 135 - Forks: 49

FederatedAI/FATE

An Industrial Grade Federated Learning Framework

Language: Python - Size: 236 MB - Last synced at: 13 days ago - Pushed at: 7 months ago - Stars: 5,900 - Forks: 1,564

securefederatedai/openfl

An Open Framework for Federated Learning.

Language: Python - Size: 132 MB - Last synced at: 12 days ago - Pushed at: 15 days ago - Stars: 784 - Forks: 225

apple/pfl-research

Simulation framework for accelerating research in Private Federated Learning

Language: Jupyter Notebook - Size: 3.75 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 326 - Forks: 38

D-Diaa/FastLloyd

Federated, Accurate, Secure, and Tunable k-Means Clustering with Differential Privacy

Language: Python - Size: 61.5 KB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 1 - Forks: 0

FlowFrontiers/IFLforTFC

Supporting page for the manuscript titled, "Incremental Federated Learning for Traffic Flow Classification in Heterogeneous Data Scenarios."

Language: Jupyter Notebook - Size: 33.5 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 4 - Forks: 2

Wenress/Hierarchical_FL

A reference implementation of Hierarchical Federated Learning using Flower and PyTorch. HFL has been implemented simulating an automatic horizontal scaling of an intermediate level of edge servers.

Language: Python - Size: 59 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 3 - Forks: 0

microsoft/PersonalizedFL

Personalized federated learning codebase for research

Language: Python - Size: 272 KB - Last synced at: 6 days ago - Pushed at: over 1 year ago - Stars: 389 - Forks: 52

TsingZ0/HtFLlib

You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.

Language: Python - Size: 52.5 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 167 - Forks: 8

AlejaDiez/iot_attack_detection

Este proyecto simula un entorno de red loT, donde se gestionan nodos y se implementan modelos de inteligencia artificial para identificar amenazas cibernéticas. Desarrollado como parte de un Trabajo de Fin de Grado.

Language: TypeScript - Size: 162 MB - Last synced at: 13 days ago - Pushed at: 15 days ago - Stars: 0 - Forks: 1

yashmaurya01/Awesome-ML-Privacy-Mitigations

A curated collection of privacy-preserving machine learning techniques, tools, and practical evaluations. Focuses on differential privacy, federated learning, secure computation, and synthetic data generation for implementing privacy in ML workflows.

Size: 146 KB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 2 - Forks: 0

Yumcoder-dev/HiveBridge

HiveBridge backend for collaborative AI development in healthcare.

Language: TypeScript - Size: 34.2 KB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 1 - Forks: 0

JeffffffFu/Awesome-Differential-Privacy-and-Meachine-Learning

Paper notes and code for differentially private machine learning

Language: Python - Size: 263 MB - Last synced at: 13 days ago - Pushed at: 7 months ago - Stars: 358 - Forks: 36

TsingZ0/PFLlib

Master Federated Learning in 2 Hours—Run It on Your PC!

Language: Python - Size: 45.7 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 1,776 - Forks: 352

larsid/netfl

NetFL enables simulation of Federated Learning experiments within Fog/Edge computing environments.

Language: Python - Size: 322 KB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 2 - Forks: 0

selfcontrol7/Korean_Voice_Phishing_Detection

All codes implemented on Korean voice phishing detection papers

Language: Jupyter Notebook - Size: 135 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 16 - Forks: 8

FLEXible-FL/FLEXible

Federated Learning (FL) experiment simulation in Python.

Language: Python - Size: 8.54 MB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 19 - Forks: 1

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: 17 days ago - Pushed at: 17 days ago - Stars: 48 - Forks: 8

icon-lab/FedGAT

Official implementation of FedGAT: Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction (https://arxiv.org/abs/2502.04521)

Language: Python - Size: 4.91 MB - Last synced at: about 2 hours ago - Pushed at: about 1 month ago - Stars: 12 - Forks: 0

v-code01/edgetrain

WebGPU-based on-device neural network training framework

Language: TypeScript - Size: 44.9 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 0 - Forks: 0

naitik2314/federated-fraud-detection

Solving the problem of data privacy sharing concerns to build a shared fraud model

Language: Python - Size: 64.5 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 0 - Forks: 0

kitsuyaazuma/blazefl

A blazing-fast and lightweight simulation framework for Federated Learning.

Language: Python - Size: 1.02 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 9 - Forks: 0

medlansari/FedCrypt

This repository contains the implementation of the paper "FedCrypt: A Dynamic White-Box Watermarking Scheme for Homomorphic Federated Learning". The paper is under review to the IEEE Transactions on Dependable and Secure Computing journal.

Language: Python - Size: 1.62 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 5 - Forks: 0

vaseline555/Federated-Learning-in-PyTorch

Handy PyTorch implementation of Federated Learning (for your painless research)

Language: Python - Size: 154 KB - Last synced at: 19 days ago - Pushed at: over 1 year ago - Stars: 443 - Forks: 90

kt4ngw/CBCSBA

Source code for the paper "Joint Class-Balanced Client Selection and Bandwidth Allocation for Cost-Efficient Federated Learning in Mobile Edge Computing Networks".

Language: Python - Size: 352 KB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 75 - Forks: 3

Mahrjose/Decentralized-Federated-Access-Control 📦

A Federated Access Control (FAC) Framework for Secure AI Model Management in Decentralised Financial Systems

Language: JavaScript - Size: 64.7 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 1 - Forks: 1

secretflow/kuscia

Kuscia(Kubernetes-based Secure Collaborative InfrA) is a K8s-based privacy-preserving computing task orchestration framework.

Language: Go - Size: 16.8 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 98 - Forks: 82

chaoyanghe/Awesome-Federated-Learning

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

Size: 210 KB - Last synced at: 12 days ago - Pushed at: almost 3 years ago - Stars: 1,964 - Forks: 330

Jeon-Jinhyeok/Fleecy-Cloud Fork of Mungge/Fleecy-Cloud

Multi-Cloud Federated Learning Platform

Language: TypeScript - Size: 422 KB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 0 - Forks: 0

WwZzz/easyFL

An experimental platform for federated learning.

Language: Jupyter Notebook - Size: 12.6 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 593 - Forks: 95

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: 21 days ago - Pushed at: 22 days ago - Stars: 0 - Forks: 0

owkin/fedpydeseq2

A federated implementation of PyDESeq2, based on Substra.

Language: Python - Size: 2.38 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 12 - 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: 4 days ago - Pushed at: 4 months ago - Stars: 141 - Forks: 22

epfml/disco

DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.

Language: TypeScript - Size: 14.2 MB - Last synced at: 1 day ago - Pushed at: 2 days ago - Stars: 166 - Forks: 28

tushar-semwal/awesome-federated-computing

:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.

Size: 138 KB - Last synced at: 12 days ago - Pushed at: almost 2 years ago - Stars: 476 - Forks: 85

p2pfl/p2pfl

P2PFL is a decentralized federated learning library that enables federated learning on peer-to-peer networks using gossip protocols, making collaborative AI model training possible without reliance on central servers.

Language: Python - Size: 48.1 MB - Last synced at: 1 day ago - Pushed at: 3 days ago - Stars: 108 - Forks: 28

sb-ai-lab/Stalactite

Stalactite is the framework implementing the vertical federated learning paradigm.

Language: Python - Size: 1.89 MB - Last synced at: 6 days ago - Pushed at: 7 months ago - Stars: 33 - Forks: 0

SagharShafaati/FL-IoT-Aquaponics-PatternMining

This repository contains the Python implementation for the article "Scalable Anomaly Detection and Pattern Mining in IoT Aquaponics Systems via Federated Learning." The code integrates PrefixSpan for pattern mining and a federated learning framework for decentralized anomaly detection in IoT-enabled aquaponics systems.

Language: Jupyter Notebook - Size: 16.6 KB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 1 - Forks: 0

ngc436/awesome-vertical-federated-learning

A curated list of advancements in Vertical Federated Learning, frameworks and libraries.

Size: 115 KB - Last synced at: 10 days ago - Pushed at: 5 months ago - Stars: 35 - Forks: 2

michael-cummins/FedBack

[L4DC 2025] Controlling Pariticipation in Federated Learning with Feedback

Language: Python - Size: 34.3 MB - Last synced at: 20 days ago - Pushed at: 28 days ago - Stars: 4 - Forks: 0

OpenMined/PyVertical

Privacy Preserving Vertical Federated Learning

Language: Python - Size: 23.9 MB - Last synced at: 19 days ago - Pushed at: about 2 years ago - Stars: 218 - Forks: 52

Related Keywords
federated-learning 1,264 machine-learning 296 deep-learning 214 pytorch 196 python 120 differential-privacy 85 privacy 72 federated-learning-framework 59 flower 55 blockchain 53 tensorflow 53 ai 35 artificial-intelligence 34 fedavg 34 homomorphic-encryption 32 distributed-learning 31 security 30 distributed-systems 29 distributed-computing 28 iot 28 reinforcement-learning 27 privacy-preserving-machine-learning 24 python3 24 computer-vision 23 edge-computing 22 pysyft 21 privacy-preserving 20 neural-networks 20 domain-adaptation 18 vantage6 18 personalized-federated-learning 18 neural-network 17 optimization 17 non-iid 17 distributed-machine-learning 17 deep-neural-networks 17 privacy-protection 17 adversarial-attacks 16 privacy-enhancing-technologies 16 decentralized 16 docker 16 backdoor-attacks 15 framework 15 ml 15 mnist 14 dataset 14 split-learning 14 non-iid-data 14 personalization 14 keras 14 healthcare 13 transfer-learning 13 pytorch-implementation 13 distributed-optimization 13 meta-learning 13 collaborative-learning 13 federated 13 nlp 12 awesome-list 12 graph-neural-networks 12 heterogeneity 12 classification 12 smart-contracts 12 fedprox 11 decentralized-learning 11 data-privacy 11 clustering 11 image-classification 11 natural-language-processing 11 cybersecurity 11 object-detection 11 logistic-regression 10 recommender-system 10 fairness 10 robustness 10 knowledge-distillation 10 decentralized-federated-learning 10 anomaly-detection 9 resnet 9 machine-learning-algorithms 9 secure-multi-party-computation 9 mpc 9 vertical-federated-learning 9 android 9 cnn 9 paper 9 continual-learning 9 kubernetes 9 open-source 8 simulation 8 tensorflow-federated-learning 8 adversarial-machine-learning 8 asynchronous 8 vision-transformer 8 tensorflow2 8 domain-generalization 8 decentralized-machine-learning 8 medical-image-analysis 8 medical-imaging 8 secure-multiparty-computation 8