ST-AI

Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook

As cities continue to burgeon, Urban Computing emerges as a pivotal discipline for sustainable development by harnessing the power of …

Xingchen Zou, Yibo Yan, Xixuan Hao, Yuehong Hu, Haomin Wen, Erdong Liu, Junbo Zhang, Yong Li, Tianrui Li, Yu Zheng, and Yuxuan Liang

Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook

Daily Schedule Recommendation in Urban Life Based on Deep Reinforcement Learning

Jia Liu, Donghai Zhai, Wei Huang, Shenggong Ji, Junbo Zhang, Tianrui Li

Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey

With recent advances in sensing technologies, a myriad of spatio-temporal data has been generated and recorded in smart cities. …

Guangyin Jin, Yuxuan Liang, Yuchen Fang, Zezhi Shao, Jincai Huang, Junbo Zhang, and Yu Zheng

Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey

A Macro-Micro Spatio-Temporal Neural Network for Traffic Prediction

Siyuan Feng*, Shuqing Wei, Junbo Zhang, Yexin Li, Jintao Ke, Gaode Chen, Yu Zheng, Hai Yang

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

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

HiSTGNN: Hierarchical Spatio-Temporal Graph Neural Network for Weather Forecasting

Weather forecasting is an attractive yet challenging task due to its significant impacts on human life and the intricate nature of …

Minbo Ma, Peng Xie, Fei Teng, Bin Wang, Shenggong Ji, Junbo Zhang, Tianrui Li

AutoSTG+: An Automatic Framework to Discover the Optimal Network for Spatio-temporal Graph Prediction

Songyu Ke, Zheyi Pan*, Tianfu He, Yuxuan Liang, Junbo Zhang, Yu Zheng

AutoSTG+: An Automatic Framework to Discover the Optimal Network for Spatio-temporal Graph Prediction

Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction

Peng Xie, Minbo Ma, Tianrui Li, Shenggong Ji, Shengdong Du, Zeng Yu, Junbo Zhang

Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction

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

Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction