Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
☆1,984May 2, 2026Updated last week
Alternatives and similar repositories for Awesome-FL
Users that are interested in Awesome-FL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond☆2,075May 30, 2024Updated last year
- Master Federated Learning in 2 Hours—Run It on Your PC!☆2,118Jan 25, 2026Updated 3 months ago
- 联邦学习☆1,150Mar 14, 2023Updated 3 years ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆825Oct 20, 2025Updated 6 months ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆678Jan 25, 2026Updated 3 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆730Nov 16, 2025Updated 5 months ago
- An experimental platform for federated learning.☆627Jun 4, 2025Updated 11 months ago
- An easy-to-use federated learning platform☆1,530Aug 10, 2024Updated last year
- FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai☆2,013Sep 3, 2022Updated 3 years ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆617Feb 26, 2024Updated 2 years ago
- A PyTorch Implementation of Federated Learning☆1,517Jul 25, 2024Updated last year
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆233Apr 23, 2026Updated 2 weeks ago
- Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.☆345Feb 21, 2024Updated 2 years ago
- FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a …☆4,044Oct 28, 2025Updated 6 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Track Federated Learning Papers☆42Updated this week
- Personalized federated learning codebase for research☆412Oct 4, 2023Updated 2 years ago
- ☆890Jul 27, 2024Updated last year
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,437May 7, 2024Updated 2 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆422Oct 26, 2024Updated last year
- An easy-to-use federated learning platform☆298Aug 23, 2023Updated 2 years ago
- Model-Contrastive Federated Learning (CVPR 2021)☆299Jun 27, 2022Updated 3 years ago
- Handy PyTorch implementation of Federated Learning (for your painless research)☆470Nov 16, 2023Updated 2 years ago
- FedScale is a scalable and extensible open-source federated learning (FL) platform.☆416Dec 18, 2023Updated 2 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning☆149Nov 11, 2024Updated last year
- Code and data accompanying the FedGen paper☆262Oct 31, 2024Updated last year
- ☆184Mar 14, 2023Updated 3 years ago
- CVPR 2024 accepted paper, An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in He…☆68Mar 12, 2025Updated last year
- Heterogeneous Federated Learning: State-of-the-art and Research Challenges☆167Dec 26, 2024Updated last year
- ☆86Oct 23, 2024Updated last year
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆728Mar 24, 2023Updated 3 years ago
- PyTorch Federated Learning (easy to use and extend)☆299Jan 4, 2024Updated 2 years ago
- Leaf: A Benchmark for Federated Settings☆903Mar 24, 2023Updated 3 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- [AAAI'22] FedProto: Federated Prototype Learning across Heterogeneous Clients☆182May 26, 2022Updated 3 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆187Mar 16, 2021Updated 5 years ago
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆158Apr 30, 2022Updated 4 years ago
- Flower: A Friendly Federated AI Framework☆6,881Updated this week
- Plato: A Research Framework for Federated Learning☆394Apr 30, 2026Updated last week
- My future research☆411Jun 10, 2023Updated 2 years ago
- ☆164Dec 23, 2022Updated 3 years ago