DeepGraphLearning/LiteratureDL4Graph resource

Health v2 · maintenance only

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Adoption not part of the score

3103 stars · 559 forks observed · 2026-08-28

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

A curated, organized list of research papers on deep learning for graphs, covering topics like node representation learning, graph embeddings, and graph neural networks. Papers are indexed by topic and venue with authors and keywords.

Use cases

• find papers on graph neural networks
• learn about node embedding methods like DeepWalk and node2vec
• survey the literature on deep learning for graphs
• find GNN papers by venue or topic
• get started researching graph representation learning

When to choose

• you need a curated reading list for graph deep learning research
• you want papers organized by topic and venue
• you are surveying graph embedding and GNN literature

When to avoid

• you need runnable code or a software library
• you need up-to-date papers after 2020
• you want tutorials rather than paper references

Facets

learning-resource · maturity maintenance

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

Member repositories

For agents

markdown · JSON · MCP: product_card(name="DeepGraphLearning/LiteratureDL4Graph")