@article{stdcformeratransformerbasedmodelwitha, title = {STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction}, author = {Silu He and Peng Shen and Pingzhen Xu and Qinyao Luo and Haifeng Li}, year = {2024}, eprint = {2412.02942}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2412.02942v1}, }