Awesome Graph Learning Papers

A curated and continuously updated collection of scholarly research on graph neural networks & geometric deep learning, structured to support systematic exploration and academic inquiry.

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Every paper — sortable by year, citations, stars, likes.
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High-signal blog posts and books on the field.
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Structured roadmap through the research.

Awesome Graph Learning Papers
Key research topics in Graph Neural Networks & Geometric Deep Learning

A personal research project — provided as-is, no warranties.