Shengnan Guo

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 33

Top Topics

Spatial And Temporal

Top Venues

Knowl. Based Syst.

Publications

Tonglong Wei, Youfang Lin, Yan Lin, Shengnan Guo, Lan Zhang, Huaiyu Wan
Micro-Macro Spatial-Temporal Graph-based Encoder-Decoder for Map-Constrained Trajectory Recovery. CoRR (2024)
Letian Gong, Huaiyu Wan, Shengnan Guo, Xiucheng Li, Yan Lin, Erwen Zheng, Tianyi Wang, Zeyu Zhou, Youfang Lin
Spatial-Temporal Cross-View Contrastive Pre-training for Check-in Sequence Representation Learning. CoRR (2024)
Yiheng Huang, Xiaowei Mao, Shengnan Guo, Yubin Chen, Youfang Lin, Huaiyu Wan
STD-LLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with LLMs. CoRR (2024)
Zeyu Zhou, Yan Lin, Haomin Wen, Shengnan Guo, Jilin Hu, Youfang Lin, Huaiyu Wan
PLM4Traj: Cognizing Movement Patterns and Travel Purposes from Trajectories with Pre-trained Language Models. CoRR (2024)
Tonglong Wei, Youfang Lin, Shengnan Guo, Yan Lin, Yiheng Huang, Chenyang Xiang, Yuqing Bai, Menglu Ya, Huaiyu Wan
Diff-RNTraj: A Structure-aware Diffusion Model for Road Network-constrained Trajectory Generation. CoRR (2024)
Yan Lin, Zeyu Zhou, Yicheng Liu, Haochen Lv, Haomin Wen, Tianyi Li, Yushuai Li, Christian S. Jensen, Shengnan Guo, Youfang Lin, Huaiyu Wan
UniTE: A Survey and Unified Pipeline for Pre-training ST Trajectory Embeddings. CoRR (2024)
Tonglong Wei, Youfang Lin, Shengnan Guo, Yan Lin, Yiji Zhao, Xiyuan Jin, Zhihao Wu, Huaiyu Wan
Inductive and adaptive graph convolution networks equipped with constraint task for spatial-temporal traffic data kriging. Knowl. Based Syst. 284 (2024)
Yan Lin, Jilin Hu, Shengnan Guo, Bin Yang, Christian S. Jensen, Youfang Lin, Huaiyu Wan
GenSTL: General Sparse Trajectory Learning via Auto-regressive Generation of Feature Domains. CoRR (2024)
Xiyuan Jin, Jing Wang, Shengnan Guo, Tonglong Wei, Yiji Zhao, Youfang Lin, Huaiyu Wan
Spatial-temporal uncertainty-aware graph networks for promoting accuracy and reliability of traffic forecastin. Expert Syst. Appl. 238 (Part E) (2024)
Yan Lin, Huaiyu Wan, Jilin Hu, Shengnan Guo, Bin Yang, Youfang Lin, Christian S. Jensen
Origin-Destination Travel Time Oracle for Map-based Services. Proc. ACM Manag. Data 1 (3) (2023)
Yan Lin, Huaiyu Wan, Jilin Hu, Shengnan Guo, Bin Yang, Youfang Lin, Christian S. Jensen
Origin-Destination Travel Time Oracle for Map-based Services. CoRR (2023)
Haomin Wen, Youfang Lin, Lixia Wu, Xiaowei Mao, Tianyue Cai, Yunfeng Hou, Shengnan Guo, Yuxuan Liang, Guangyin Jin, Yiji Zhao, Roger Zimmermann, Jieping Ye, Huaiyu Wan
A Survey on Service Route and Time Prediction in Instant Delivery: Taxonomy, Progress, and Prospects. CoRR (2023)
Yuxin Jia, Youfang Lin, Xinyan Hao, Yan Lin, Shengnan Guo, Huaiyu Wan
WITRAN: Water-wave Information Transmission and Recurrent Acceleration Network for Long-range Time Series Forecasting. NeurIPS (2023)
Tianyue Cai, Huaiyu Wan, Fan Wu, Haomin Wen, Shengnan Guo, Lixia Wu, Haoyuan Hu, Youfang Lin
G4RTP: A Multi-Level and Multi-Task Graph Model for Instant-Logistics Route and Time Joint Prediction. ICDE (2023)
Shengnan Guo, Youfang Lin, Letian Gong, Chenyu Wang, Zeyu Zhou, Zekai Shen, Yiheng Huang, Huaiyu Wan
Self-Supervised Spatial-Temporal Bottleneck Attentive Network for Efficient Long-term Traffic Forecasting. ICDE (2023)
Haomin Wen, Youfang Lin, Fan Wu, Huaiyu Wan, Zhongxiang Sun, Tianyue Cai, Hongyu Liu, Shengnan Guo, Jianbin Zheng, Chao Song, Lixia Wu
Enough Waiting for the Couriers: Learning to Estimate Package Pick-up Arrival Time from Couriers' Spatial-Temporal Behaviors. ACM Trans. Intell. Syst. Technol. 14 (3) (2023)
Xiaowei Mao, Huaiyu Wan, Haomin Wen, Fan Wu, Jianbin Zheng, Yuting Qiang, Shengnan Guo, Lixia Wu, Haoyuan Hu, Youfang Lin
GMDNet: A Graph-Based Mixture Density Network for Estimating Packages' Multimodal Travel Time Distribution. AAAI (2023)
Wenchuang Peng, Youfang Lin, Shengnan Guo, Weiwen Tang, Le Liu, Huaiyu Wan
Generative-Contrastive-Attentive Spatial-Temporal Network for Traffic Data Imputation. PAKDD (4) (2023)
Letian Gong, Youfang Lin, Shengnan Guo, Yan Lin, Tianyi Wang, Erwen Zheng, Zeyu Zhou, Huaiyu Wan
Contrastive Pre-training with Adversarial Perturbations for Check-In Sequence Representation Learning. AAAI (2023)
Yan Lin, Huaiyu Wan, Shengnan Guo, Youfang Lin
Contrastive Pre-training of Spatial-Temporal Trajectory Embeddings. CoRR (2022)
Shengnan Guo, Youfang Lin, Huaiyu Wan, Xiucheng Li, Gao Cong
Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting. IEEE Trans. Knowl. Data Eng. 34 (11) (2022)
Wei Chen, Huaiyu Wan, Shengnan Guo, Haoyu Huang, Shaojie Zheng, Jiamu Li, Shuohao Lin, Youfang Lin
Building and exploiting spatial-temporal knowledge graph for next POI recommendation. Knowl. Based Syst. 258 (2022)
Haomin Wen, Youfang Lin, Huaiyu Wan, Shengnan Guo, Fan Wu, Lixia Wu, Chao Song, Yinghui Xu
DeepRoute+: Modeling Couriers' Spatial-temporal Behaviors and Decision Preferences for Package Pick-up Route Prediction. ACM Trans. Intell. Syst. Technol. 13 (2) (2022)
Huaiyu Wan, Yan Lin, Shengnan Guo, Youfang Lin
Pre-Training Time-Aware Location Embeddings from Spatial-Temporal Trajectories. IEEE Trans. Knowl. Data Eng. 34 (11) (2022)
Yan Lin, Huaiyu Wan, Shengnan Guo, Youfang Lin
Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction. AAAI (2021)
Beibei Wang, Youfang Lin, Shengnan Guo, Huaiyu Wan
GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting. AAAI (2021)
Haomin Wen, Youfang Lin, Fan Wu, Huaiyu Wan, Shengnan Guo, Lixia Wu, Chao Song, Yinghui Xu
Package Pick-up Route Prediction via Modeling Couriers' Spatial-Temporal Behaviors. ICDE (2021)
Chao Song, Youfang Lin, Shengnan Guo, Huaiyu Wan
Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting. AAAI (2020)
Huaiyu Wan, Shengnan Guo, Kang Yin, Xiaohui Liang, Youfang Lin
CTS-LSTM: LSTM-based neural networks for correlatedtime series prediction. Knowl. Based Syst. 191 (2020)
Shengnan Guo, Youfang Lin, Shijie Li, Zhaoming Chen, Huaiyu Wan
Deep Spatial-Temporal 3D Convolutional Neural Networks for Traffic Data Forecasting. IEEE Trans. Intell. Transp. Syst. 20 (10) (2019)
Shengnan Guo, Youfang Lin, Ning Feng, Chao Song, Huaiyu Wan
Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting. AAAI (2019)
Shengnan Guo, Youfang Lin, Wenwei Jin, Huaiyu Wan
基于时空循环卷积网络的城市区域人口流量预测 (Citywide Crowd Flows Prediction Based on Spatio-Temporal Recurrent Convolutional Networks). 计算机科学 46 (6A) (2019)
Huaiyu Wan, Fuchen Li, Shengnan Guo, Zhong Cao, Youfang Lin
Learning Time-Aware Distributed Representations of Locations from Spatio-Temporal Trajectories. DASFAA (3) (2019)