Awesome Temporal Graph Learning is a collection of SOTA, novel temporal graph learning methods (papers, codes, and datasets).

Sparsity exploitation via discovering graphical models in multi-variate time-series forecasting

[IEEE SP'24] The Official Implementation of "Jbeil: Temporal Graph-Based Inductive Learning to Infer Lateral Movement in Evolving Enterprise Networks"

Predicting COVID-19 pandemic by spatio-temporal graph neural networks https://arxiv.org/abs/2305.07731

Fast Temporal Wavelet Graph Neural Networks (NeurIPS 2023)

[NeurIPS 2024] State Space Models on Temporal Graphs: A First-Principles Study

TESGNN: 3D Temporal Equivariant Scene Graph Neural Networks