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DiffUFlow: Robust Fine-grained Urban Flow Inference with Denoising Diffusion Model
Yuhao Zheng, Lian Zhong, Senzhang Wang, Yu Yang, Weixi Gu, Junbo Zhang, Jianxin Wang
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MLPST: MLP is All You Need for Spatio-Temporal Prediction
Zijian Zhang, Ze Huang, Zhiwei Hu, Xiangyu Zhao, Wanyu Wang, Zitao Liu, Junbo Zhang, S. Joe Qin, Hongwei Zhao
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Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction
Robust prediction of citywide traffic flows at different time periods plays a crucial role in intelligent transportation systems. While …
Jiahao Ji*, Jingyuan Wang, Chao Huang, Junjie Wu, Boren Xu, Zhenhe Wu, Junbo Zhang, Yu Zheng
PDF DOI STDL UrbanFlow Code Dataset
Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction
Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation
Cross-domain recommendation (CDR) aims to alleviate the data sparsity by transferring knowledge from an informative source domain to …
Gaode Chen, Xinghua Zhang, Yijun Su, Yantong Lai, Ji Xiang, Junbo Zhang, Yu Zheng
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Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation
AutoSTL: Automated Spatio-Temporal Multi-Task Learning
Spatio-temporal prediction plays a critical role in smart city construction. Jointly modeling multiple spatio-temporal tasks can …
Zijian Zhang, Xiangyu Zhao, Hao Miao, Chunxu Zhang, Hongwei Zhao, Junbo Zhang
PDF Project DOI
AutoSTL: Automated Spatio-Temporal Multi-Task Learning
AirFormer: Predicting Nationwide Air Quality in China with Transformers
Air pollution is a crucial issue affecting human health and livelihoods, as well as one of the barriers to economic growth. Forecasting …
Yuxuan Liang, Yutong Xia, Songyu Ke, Yiwei Wang, Qingsong Wen, Junbo Zhang, Yu Zheng, Roger Zimmermann
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AirFormer: Predicting Nationwide Air Quality in China with Transformers
Generative-Free Urban Flow Imputation
Urban flow imputation, which aims to infer the missing flows of some locations based on the available flows of surrounding areas, is …
Senzhang Wang, Jiyue Li*, Hao Miao, Junbo Zhang, Junxing Zhu, Jianxin Wang
PDF Cite STDL UrbanFlow Article
Generative-Free Urban Flow Imputation
TrajFormer: Efficient Trajectory Classification with Transformers
Transformers have been an efficient alternative to recurrent neural networks in many sequential learning tasks. When adapting …
Yuxuan Liang, Kun Ouyang, Yiwei Wang, Xu Liu, Hongyang Chen, Junbo Zhang, Yu Zheng, Roger Zimmermann
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TrajFormer: Efficient Trajectory Classification with Transformers
DeepSpatial'22: The 3rd International Workshop on Deep Learning for Spatiotemporal Data, Applications, and Systems
Zhe Jiang, Liang Zhao, Xun Zhou, Robert N Stewart, Junbo Zhang, Shashi Shekhar, Jieping Ye
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EAST: An Enhanced Automated Machine Learning Library for Spatio-Temporal Forecasting
Huge spatio-temporal data (e.g., traffic flow, human mobility, and geographical data) are generated in modern cities. Accurately …
Songyu Ke, Li Song, Kainan Bao, Zheyi Pan*, Junbo Zhang#, Yu Zheng
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EAST: An Enhanced Automated Machine Learning Library for Spatio-Temporal Forecasting