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]
• Probabilistic Semi-Supervised Learning via Sparse Graph Structure Learning [Paper]
• Label-informed Graph Structure Learning for Node Classification [Paper]
• Multi-view graph structure learning using subspace merging on Grassmann manifold [Paper]
• Towards Unsupervised Deep Graph Structure Learning [Paper] [Code]
• Prohibited Item Detection via Risk Graph Structure Learning [Paper]
• Structural Entropy Guided Graph Hierarchical Pooling [Paper]
• Boosting Graph Structure Learning with Dummy Nodes [Paper] [Code]
• ASGNN: Graph Neural Networks with Adaptive Structure [Paper]
• DAG-GNN: DAG Structure Learning with Graph Neural Networks [Paper] [Code]
• Discrete graph structure learning for forecasting multiple time series [Paper]