@article{hierarchicalfrequencydecompositiongraphn, title = {Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning}, author = {Jingtian Ma and Jingyuan Wang and Leong Hou U}, year = {2025}, eprint = {2511.12507}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.12507}, }