2026
Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning
AAAI 2026technical
Road networks are critical infrastructures underpinning intelligent transportation systems and their related applications. Effective representation learning of road networks remains challenging due to the complex interplay between spatial structures and frequency characteristics in traffic patterns.