youngfish42/Awesome-FL resource

Health v2 · maintenance only

Adoption not part of the score

2013 stars · 223 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 resources including papers by venue and topic, frameworks, datasets, surveys, tutorials, and workshops. It is automatically tracked for new papers but now updated monthly or quarterly after the maintainer's PhD completion.

Use cases

• find federated learning papers by conference or research area
• discover federated learning frameworks and datasets
• find surveys and tutorials on federated learning
• track federated learning workshops and journal special issues
• research federated learning on graph data or tabular data
• get started learning federated learning

When to choose

• you need a comprehensive, categorized bibliography of federated learning research
• you want curated lists of FL frameworks, datasets, and tutorials in one place
• you are surveying FL literature across CV, NLP, security, and systems venues

When to avoid

• you need actively maintained metadata like author institutions and code links
• you need a runnable federated learning framework rather than a resource list
• you require daily paper updates

Facets

learning-resource · maturity maintenance

documentation developer-tools machine-learning artificial-intelligence privacy security tutorials awesome-list federated-learning papers datasets surveys academic-resources web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="youngfish42/Awesome-FL")