Awesome Graph Structure Learning

A collection of research papers related to graph structure learning(GSL).

Survey

  • Deep Graph Structure Learning for Robust Representations: A Survey [Paper]

Book

  • Deep learning with graph-structured representations[Paper]

Paper

  • Graph Structure Learning for Robust Graph Neural Networks[Paper] [Code]
  • Heterogeneous Graph Structure Learning for Graph Neural Networks [Paper] [Code]
  • SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks [Paper] [Code]
  • Compact Graph Structure Learning via Mutual Information Compression [Paper] [Code]
  • GNNGUARD: Defending Graph Neural Networks against Adversarial Attacks [Paper] [Code]
  • Semi-supervised Learning with Graph Learning-Convolutional Networks [Paper]
  • Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings [Paper] [Code]
  • Latent Patient Network Learning for Automatic Diagnosis [Paper]
  • Data Augmentation for Graph Neural Networks [Paper] [Code]
  • AM-GCN: Adaptive Multi-channel Graph Convolutional Networks [Paper] [Code]
  • Graph Structure Learning with Variational Information Bottleneck [Paper]