Pre-training enhanced spatial-temporal graph neural network for multivariate time series forecasting Z Shao, Z Zhang, F Wang, Y Xu Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022 | 110 | 2022 |
Decoupled dynamic spatial-temporal graph neural network for traffic forecasting Z Shao, Z Zhang, W Wei, F Wang, Y Xu, X Cao, CS Jensen arXiv preprint arXiv:2206.09112, 2022 | 96 | 2022 |
Spatio-temporal graph neural networks for predictive learning in urban computing: A survey G Jin, Y Liang, Y Fang, Z Shao, J Huang, J Zhang, Y Zheng IEEE Transactions on Knowledge and Data Engineering, 2023 | 86 | 2023 |
Spatial-temporal identity: A simple yet effective baseline for multivariate time series forecasting Z Shao, Z Zhang, F Wang, W Wei, Y Xu Proceedings of the 31st ACM International Conference on Information …, 2022 | 79 | 2022 |
Dsformer: A double sampling transformer for multivariate time series long-term prediction C Yu, F Wang, Z Shao, T Sun, L Wu, Y Xu Proceedings of the 32nd ACM International Conference on Information and …, 2023 | 16 | 2023 |
Heterogeneous graph neural network with multi-view representation learning Z Shao, Y Xu, W Wei, F Wang, Z Zhang, F Zhu IEEE Transactions on Knowledge and Data Engineering, 2022 | 14 | 2022 |
Trajectory-user link with attention recurrent networks T Sun, Y Xu, F Wang, L Wu, T Qian, Z Shao 2020 25th International Conference on Pattern Recognition (ICPR), 4589-4596, 2021 | 10 | 2021 |
Exploring progress in multivariate time series forecasting: Comprehensive benchmarking and heterogeneity analysis Z Shao, F Wang, Y Xu, W Wei, C Yu, Z Zhang, D Yao, G Jin, X Cao, ... arXiv preprint arXiv:2310.06119, 2023 | 8 | 2023 |
Multi-featured spatial-temporal and dynamic multi-graph convolutional network for metro passenger flow prediction C Zhao, X Li, Z Shao, HJ Yang, F Wang Connection Science 34 (1), 1252-1272, 2022 | 7 | 2022 |
BasicTS: An Open Source Fair Multivariate Time Series Prediction Benchmark Y Liang, Z Shao, F Wang, Z Zhang, T Sun, Y Xu International Symposium on Benchmarking, Measuring and Optimization, 87-101, 2022 | 7 | 2022 |
HUTFormer: Hierarchical U-Net Transformer for Long-Term Traffic Forecasting Z Shao, F Wang, Z Zhang, Y Fang, G Jin, Y Xu arXiv preprint arXiv:2307.14596, 2023 | 2 | 2023 |
Dynamic Frequency Domain Graph Convolutional Network for Traffic Forecasting Y Li, Z Shao, Y Xu, Q Qiu, Z Cao, F Wang ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024 | | 2024 |
Clustering-property Matters: A Cluster-aware Network for Large Scale Multivariate Time Series Forecasting Y Wang, Z Shao, T Sun, C Yu, Y Xu, F Wang Proceedings of the 32nd ACM International Conference on Information and …, 2023 | | 2023 |