@article{dowereallyneedtransformersforglobalspati, title = {Do We Really Need Adaptive Global Spatial Attention for Traffic Forecasting?}, author = {Qihang Zhang and Siyao Zhang and Letao Kang and Wenzhe Liang and Miao Zhang and Zhao Zhang}, year = {2026}, eprint = {2607.12462}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.12462}, }