Handy PyTorch implementation of Federated Learning (for your painless research)
☆471Nov 16, 2023Updated 2 years ago
Alternatives and similar repositories for Federated-Learning-in-PyTorch
Users that are interested in Federated-Learning-in-PyTorch are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visua…☆80Feb 27, 2022Updated 4 years ago
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,438May 7, 2024Updated 2 years ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆93Jul 25, 2024Updated 2 years ago
- A PyTorch Implementation of Federated Learning☆1,514Jul 25, 2024Updated 2 years ago
- On the Convergence of FedAvg on Non-IID Data☆273Dec 7, 2022Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Master Federated Learning in 2 Hours—Run It on Your PC!☆2,153Jan 25, 2026Updated 6 months ago
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)☆2,008May 20, 2026Updated 2 months ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆617Feb 26, 2024Updated 2 years ago
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond☆2,089May 30, 2024Updated 2 years ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆689Jan 25, 2026Updated 6 months ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆828Oct 20, 2025Updated 9 months ago
- Implement FedAvg algorithm based on Tensorflow☆268Dec 6, 2020Updated 5 years ago
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆759Mar 25, 2026Updated 4 months ago
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆738Nov 16, 2025Updated 8 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆733Mar 24, 2023Updated 3 years ago
- (SIGKDD 2022) Connected Low-Loss Subspace Learning for a Personalization in Federated Learning (https://arxiv.org/abs/2109.07628)☆31Jul 18, 2024Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorch☆323Jan 3, 2026Updated 7 months ago
- Code and data accompanying the FedGen paper☆263Oct 31, 2024Updated last year
- Leaf: A Benchmark for Federated Settings☆911Mar 24, 2023Updated 3 years ago
- PyTorch implementation of FedNova (NeurIPS 2020), and a class of federated learning algorithms, including FedAvg, FedProx.☆228Oct 21, 2020Updated 5 years ago
- Model-Contrastive Federated Learning (CVPR 2021)☆297Jun 27, 2022Updated 4 years ago
- ☆22Jul 20, 2022Updated 4 years ago
- Federated Learning Simulator (FLSim) is a flexible, standalone core library that simulates FL settings with a minimal, easy-to-use API. F…☆270Aug 26, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- PyTorch implementation of Federated Learning with Non-IID Data, and federated learning algorithms, including FedAvg, FedProx.☆123Jul 1, 2022Updated 4 years ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆310Apr 18, 2022Updated 4 years ago
- FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai☆2,017Sep 3, 2022Updated 3 years ago
- An experimental platform for federated learning.☆631Jun 4, 2025Updated last year
- PyTorch Federated Learning (easy to use and extend)☆300Jan 4, 2024Updated 2 years ago
- Flower: A Friendly Federated AI Framework☆7,067Updated this week
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆190May 26, 2022Updated 4 years ago
- Implementation of SCAFFOLD: Stochastic Controlled Averaging for Federated Learning☆82Jan 10, 2026Updated 7 months ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆132May 20, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- SCAFFOLD and FedAvg implementation☆61Jul 20, 2021Updated 5 years ago
- [ICLR 2021] HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients☆184Feb 27, 2023Updated 3 years ago
- An easy-to-use federated learning platform☆1,539Aug 10, 2024Updated 2 years ago
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆245Jul 25, 2024Updated 2 years ago
- FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a …☆4,056Oct 28, 2025Updated 9 months ago
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆194Apr 11, 2025Updated last year
- PyTorch implementation of FedProx (Federated Optimization for Heterogeneous Networks, MLSys 2020).☆114Jun 28, 2022Updated 4 years ago