Abstract: Currently, the increasing complexity of urban traffic systems demands intelligent solutions capable of accurate and real-time traffic flow predictions. The Graph Neural Networks (GNNs) have ...
Abstract: Traffic flow prediction presents significant challenges due to complex spatio-temporal dependencies. Conventional static road network models fail to adequately capture dynamic traffic ...