Literature of Deep Learning for Graphs is a curated repository that collects research papers and educational resources related to deep learning methods for graph-structured data. The project organizes important academic work covering topics such as graph neural networks, graph embeddings, knowledge graphs, and network representation learning. By structuring the literature into categories, the repository allows researchers to quickly identify influential papers in specific subfields of graph machine learning. The collection includes foundational works that introduced graph convolutional networks as well as more recent research on large-scale graph representation learning and graph generation techniques. The repository is designed as a reference guide for students and researchers who want to explore the rapidly growing field of graph deep learning.

Features

  • Curated list of research papers on deep learning for graph data
  • Coverage of graph neural networks, embeddings, and network representation learning
  • Organization of literature by topic and research area
  • Resources related to knowledge graphs and large-scale graph analysis
  • Reference hub for researchers studying graph machine learning
  • Continuously updated collection of influential graph ML papers

Project Samples

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Categories

Machine Learning

License

MIT License

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Literature of Deep Learning for Graphs Web Site

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Additional Project Details

Registered

2026-03-11