Abstract: This paper investigates traffic data cognitive modelling problem in real traffic scene by fully utilizing multiscale spatio-temporal dependence between multiple traffic nodes, along with a ...

To address this, we propose a novel framework, Causality-Aware Dynamic Multi-Graph Convolutional Network (CADGN), a multi-graph convolutional network that integrates causal inference and critical node ...