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Graph Structure Learning(GSL) on Complex Networks

Awesome

Paper list for graph structure learning on complex networks.

Heterogeneous Graph

  • [AAAI 2021] Heterogeneous Graph Structure Learning for Graph Neural Networks [Paper | Code]
  • [AAAI 2020] An Attention-based GNN for Heterogeneous Structural Learning [Paper | Code]

Hypergraph

  • [IJCAI 2022] Hypergraph Structure Learning for Hypergraph Neural Networks [Paper]
  • [arXiv 2022] Deep Hypergraph Structure Learning [Paper]
  • [IJCAI 2018] Dynamic Hypergraph Structure Learning [Paper]

Dynamic Graph

  • [AAAI 2023] Directed Acyclic Graph Structure Learning from Dynamic Graphs [Paper | Code]
  • [AISTATS 2020] DYNOTEARS: Structure Learning from Time-Series Data [Paper]
  • [NeurIPS 2018] DAGs with NO TEARS: Continuous Optimization for Structure Learning [Paper | Code]

Spatio-Temporal Data

  • [IJCNN 2022] Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting [Paper]
  • [ICLR 2021] Discrete Graph Structure Learning for Forecasting Multiple Time Series [Paper | Code]
  • [AAAI 2020] Spatio-Temporal Graph Structure Learning for Traffic Forecasting [Paper | Code]

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Paper list for graph structure learning on complex networks.

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