Abstract: Highlights•A graph generation SGX2-STGF for spatio-temporal graph forecasting is proposed.•SGX2-STGF can optimize graph structure automatically without pre-defined graph.•SGX2-STGF can be integrated into other models and enhance their performance.•The extensive experiments showcase the versatility and superiority.
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