A collection of Google research projects related to Federated Learning and Federated Analytics.
☆747Jun 10, 2025Updated 9 months ago
Alternatives and similar repositories for federated
Users that are interested in federated are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Leaf: A Benchmark for Federated Settings☆904Mar 24, 2023Updated 2 years ago
- FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai☆2,005Sep 3, 2022Updated 3 years ago
- An open-source framework for machine learning and other computations on decentralized data.☆2,430Updated this week
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆725Mar 24, 2023Updated 2 years ago
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond☆2,070May 30, 2024Updated last year
- Code and data accompanying the FedGen paper☆258Oct 31, 2024Updated last year
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆343Dec 5, 2021Updated 4 years ago
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆729Nov 16, 2025Updated 4 months ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆614Feb 26, 2024Updated 2 years ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆254Dec 2, 2023Updated 2 years ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆823Oct 20, 2025Updated 5 months ago
- A PyTorch Implementation of Federated Learning☆1,509Jul 25, 2024Updated last year
- FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a …☆4,018Oct 28, 2025Updated 4 months ago
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,434May 7, 2024Updated last year
- An easy-to-use federated learning platform☆1,524Aug 10, 2024Updated last year
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆308Apr 18, 2022Updated 3 years ago
- Simulate a federated setting and run differentially private federated learning.☆388Mar 7, 2025Updated last year
- Federated Learning Simulator (FLSim) is a flexible, standalone core library that simulates FL settings with a minimal, easy-to-use API. F…☆268Aug 26, 2024Updated last year
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆193Apr 11, 2025Updated 11 months ago
- FedScale is a scalable and extensible open-source federated learning (FL) platform.☆413Dec 18, 2023Updated 2 years ago
- Master Federated Learning in 2 Hours—Run It on Your PC!☆2,089Jan 25, 2026Updated last month
- DP-FTRL from "Practical and Private (Deep) Learning without Sampling or Shuffling" for centralized training.☆35May 30, 2025Updated 9 months ago
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆531Sep 17, 2025Updated 6 months ago
- ☆179Oct 24, 2024Updated last year
- ☆54Jun 22, 2021Updated 4 years ago
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆245Jul 25, 2024Updated last year
- resources about federated learning and privacy in machine learning☆545Jun 26, 2024Updated last year
- Training PyTorch models with differential privacy☆1,912Mar 16, 2026Updated last week
- Flower: A Friendly Federated AI Framework☆6,729Updated this week
- Model-Contrastive Federated Learning (CVPR 2021)☆300Jun 27, 2022Updated 3 years ago
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆158Apr 30, 2022Updated 3 years ago
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)☆1,965Oct 5, 2025Updated 5 months ago
- An easy-to-use federated learning platform☆300Aug 23, 2023Updated 2 years ago
- Breaching privacy in federated learning scenarios for vision and text☆316Jan 24, 2026Updated last month
- A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.☆479Aug 1, 2023Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorch☆317Jan 3, 2026Updated 2 months ago
- On the Convergence of FedAvg on Non-IID Data☆275Dec 7, 2022Updated 3 years ago
- Handy PyTorch implementation of Federated Learning (for your painless research)☆468Nov 16, 2023Updated 2 years ago
- Codebase for An Efficient Framework for Clustered Federated Learning.☆122Oct 22, 2020Updated 5 years ago