Wei Chen

Node-Wise Adaptive Scale Fusion: A Dual-View Framework for Spatio-Temporal Graphs

Multi-scale graph neural networks have shown strong performance in multivariate time-series forecasting by integrating representations at different temporal resolutions. However, existing fusion mechanisms typically assign the same scale weights to all nodes, implicitly assuming spatially homogeneous temporal preferenc...