2025
Designing Specialized Two-Dimensional Graph Spectral Filters for Spatial-Temporal Graph Modeling
AAAI 2025technical
Spatial-temporal graph modeling is challenging due to the diverse node interactions across spatial and temporal dimensions. Recent studies typically adopt Graph Neural Networks (GNNs) to perform node-level aggregation at different time steps, acting as a series of low-pass graph spectral filters, fo…