thunlp/GNNPapers resource

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

16829 stars · 3008 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated reading list of must-read papers on graph neural networks (GNN), organized into surveys, models, and application areas. It is maintained by researchers from Tsinghua University's THUNLP group.

Use cases

• find must-read papers on graph neural networks
• get started learning GNNs
• find GNN survey papers
• discover GNN applications in chemistry, recommendation, and NLP
• build a reading plan for graph deep learning research
• find papers on graph pooling and explainability

When to choose

• you want a curated, categorized bibliography of GNN literature
• you are a student or researcher entering the graph neural network field
• you need pointers to surveys and foundational GNN models

When to avoid

• you need GNN code or a software library rather than papers
• you need up-to-date coverage of the newest GNN research, as updates have slowed
• you want tutorials with hands-on exercises instead of a paper list

Facets

learning-resource · maturity maintenance

documentation machine-learning deep-learning tutorials awesome-lists cross-platform graph-neural-networks gnn paper-list reading-list research

Member repositories

For agents

markdown · JSON · MCP: product_card(name="thunlp/GNNPapers")