time-series-4
Robust Traffic Prediction
3260 papers • 126 benchmarks • 313 datasets
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Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction
Junjie Wu, Chaoqin Huang, Zhen Wu, Yu Zheng, Junbo Zhang, Jiahao Ji, Jingyuan Wang, Bo Xu•Tue Dec 06 2022
This work proposes a novel Spatio-Temporal Self-Supervised Learning (ST-SSL) traffic prediction framework which enhances the traffic pattern representations to be reflective of both spatial and temporal heterogeneity, with auxiliary self-supervised learning paradigms.
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