Junbo Zhang@JDT
Junbo Zhang@JDT
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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
PDF
Project
Article
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
PDF
Project
Article
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
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
PDF
Cite
DOI
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
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
PDF
Code
Project
DOI
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
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
PDF
Cite
Project
Article
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
PDF
Cite
Project
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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