chaoyanghe/Awesome-Federated-Learning resource

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

2016 stars · 332 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of federated learning research publications organized by venue, problem, and method, maintained as part of the FedML project. It catalogs papers on topics like non-IID data, communication efficiency, privacy, and personalization.

Use cases

• find federated learning papers on non-IID data
• survey recent federated learning research
• learn about communication-efficient distributed training
• research privacy-preserving machine learning
• find papers on personalized federated learning
• prepare a literature review on distributed optimization

When to choose

• you need a curated reading list of federated learning publications
• you are surveying state-of-the-art FL methods by problem area
• you want pointers to top-tier conference papers on distributed ML

When to avoid

• you need a runnable federated learning framework rather than a paper list
• you need actively updated content - the list moved to the FedML repository
• you need production federated learning tooling

Facets

learning-resource · maturity maintenance

machine-learning developer-tools machine-learning privacy microservices awesome-lists cross-platform federated-learning awesome-list curated-papers non-iid privacy-preserving-ml

Member repositories

For agents

markdown · JSON · MCP: product_card(name="chaoyanghe/Awesome-Federated-Learning")