| 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 36 (10), 5388-5408, 2023 | 247 | 2023 |
| 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 | 247 | 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 | 242 | 2022 |
| 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 | 237 | 2022 |
| Artificial intelligence for geoscience: Progress, challenges and perspectives T Zhao, S Wang, C Ouyang, M Chen, C Liu, J Zhang, L Yu, F Wang, Y Xie, ... The Innovation, 2024 | 144 | 2024 |
| 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 | 67 | 2023 |
| 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, T Sun, G Jin, X Cao, ... IEEE Transactions on Knowledge and Data Engineering, 2024 | 63 | 2024 |
| 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 35 (11), 11476-11488, 2022 | 27 | 2022 |
| Ginar: An end-to-end multivariate time series forecasting model suitable for variable missing C Yu, F Wang, Z Shao, T Qian, Z Zhang, W Wei, Y Xu Proceedings of the 30th ACM SIGKDD conference on knowledge discovery and …, 2024 | 19 | 2024 |
| 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 | 15 | 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 | 15 | 2021 |
| 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 | 11 | 2022 |
| MGSFformer: A multi-granularity spatiotemporal fusion transformer for air quality prediction C Yu, F Wang, Y Wang, Z Shao, T Sun, D Yao, Y Xu Information Fusion 113, 102607, 2025 | 9 | 2025 |
| 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 | 7 | 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 | 5 | 2023 |
| 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 | 5 | 2023 |
| Efficient large-scale traffic forecasting with transformers: A spatial data management perspective Y Fang, Y Liang, B Hui, Z Shao, L Deng, X Liu, X Jiang, K Zheng arXiv preprint arXiv:2412.09972, 2024 | 2 | 2024 |
| Spatial-temporal large models: A super hub linking multiple scientific areas with artificial intelligence Z Shao, T Qian, T Sun, F Wang, Y Xu The Innovation 6 (2), 2025 | | 2025 |
| Trajectory-User Linking via Multi-Scale Graph Attention Network Y Li, T Sun, Z Shao, Y Zhen, Y Xu, F Wang Pattern Recognition 158, 110978, 2025 | | 2025 |
| LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting Y Fu, F Wang, Z Shao, C Yu, Y Li, Z Chen, Z An, Y Xu arXiv preprint arXiv:2408.09695, 2024 | | 2024 |