This repository collects company papers and technical blogs about machine learning in production.
Open source
24 alternativesAwesome Federated Learning Systems
This repository curates academic papers and related resources about federated learning systems.
About Awesome Federated Learning Systems
Awesome Federated Learning Systems is a curated list of academic papers, articles, tutorials, slides and projects about federated learning systems. It organizes entries into sections such as systems from technology companies, frameworks, vertical federated learning, edge and mobile, optimization, security and privacy, and real-world applications.
Many entries link to external PDFs and GitHub repositories, and peer-reviewed conference papers are marked in the list.
Key features
- Curates FL system papers from companies including Google, Apple, and Meta
- Links to open-source frameworks such as Flower, FedML, and FedScale
- Includes vertical federated learning section with PyVertical resources
- Collects edge and mobile references including TFlite and MNN
- Organizes papers on optimization, security, privacy, and applications
- Identifies peer-reviewed conference papers within the list
Best for: Researchers and students looking for organized papers and projects on federated learning systems.
Good for
- Organizes entries by topic, including frameworks, edge/mobile, and surveys
- Provides PDF and GitHub links for many listed papers and projects
- Labels which papers were peer-reviewed at academic conferences
Awesome Federated Learning Systems at a glance
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Not stated
- Last checked
- Oct 6, 2026 · Online when checked
- Listed
- Oct 5, 2026
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Awesome Federated Learning Systems FAQ
What types of resources are included?
Academic papers, articles, tutorials, slides and projects related to federated learning systems.
How are peer-reviewed papers indicated?
They are marked in the list as peer-reviewed and presented at academic conferences.
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Tell us and an editor will check it.
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