A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
☆479Aug 1, 2023Updated 2 years ago
Alternatives and similar repositories for awesome-federated-computing
Users that are interested in awesome-federated-computing are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- resources about federated learning and privacy in machine learning☆547Jun 26, 2024Updated last year
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆342Dec 5, 2021Updated 4 years ago
- FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai☆2,016Sep 3, 2022Updated 3 years ago
- A curated list of resources dedicated to federated learning.☆103Mar 18, 2022Updated 4 years ago
- Leaf: A Benchmark for Federated Settings☆908Mar 24, 2023Updated 3 years ago
- 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.
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆733Nov 16, 2025Updated 6 months ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆253Dec 2, 2023Updated 2 years ago
- Everything about Federated Learning (papers, tutorials, etc.) -- 联邦学习☆635Apr 28, 2021Updated 5 years ago
- A PyTorch Implementation of Federated Learning☆1,516Jul 25, 2024Updated last year
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆730Mar 24, 2023Updated 3 years ago
- Simulate a federated setting and run differentially private federated learning.☆391Mar 7, 2025Updated last year
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆245Jul 25, 2024Updated last year
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,438May 7, 2024Updated 2 years ago
- Bayesian Nonparametric Federated Learning of Neural Networks☆145May 29, 2019Updated 7 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- An open-source framework for machine learning and other computations on decentralized data.☆2,441Jun 8, 2026Updated last week
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond☆2,079May 30, 2024Updated 2 years ago
- ☆170Dec 14, 2017Updated 8 years ago
- Related material on Federated Learning☆26Apr 9, 2020Updated 6 years ago
- FedMD: Heterogenous Federated Learning via Model Distillation☆166Jun 3, 2021Updated 5 years ago
- A set of tutorials to implement the Federated Averaging algorithm on TensorFlow.☆183Apr 20, 2021Updated 5 years ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆311Apr 18, 2022Updated 4 years ago
- Salvaging Federated Learning by Local Adaptation☆56Jul 25, 2024Updated last year
- FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a …☆4,048Oct 28, 2025Updated 7 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆26Apr 3, 2020Updated 6 years ago
- tf implementation of federated learning☆42May 15, 2019Updated 7 years ago
- On the Convergence of FedAvg on Non-IID Data☆272Dec 7, 2022Updated 3 years ago
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆537Sep 17, 2025Updated 8 months ago
- [ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization☆274Nov 13, 2025Updated 7 months ago
- Perform data science on data that remains in someone else's server☆9,901Jul 15, 2025Updated 11 months ago
- An Industrial Grade Federated Learning Framework☆6,075Nov 19, 2024Updated last year
- Code and data accompanying the FedGen paper☆263Oct 31, 2024Updated last year
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆754Mar 25, 2026Updated 2 months ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Federated Deep Learning in PaddlePaddle☆515Jul 26, 2023Updated 2 years ago
- Federated Multi-Task Learning☆131Nov 11, 2018Updated 7 years ago
- Code for "Analyzing Federated Learning through an Adversarial Lens" https://arxiv.org/abs/1811.12470☆153Oct 3, 2022Updated 3 years ago
- FedScale is a scalable and extensible open-source federated learning (FL) platform.☆419Dec 18, 2023Updated 2 years ago
- DBA: Distributed Backdoor Attacks against Federated Learning (ICLR 2020)☆206Aug 5, 2021Updated 4 years ago
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆24Jul 1, 2019Updated 6 years ago
- Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)☆316Jul 25, 2024Updated last year