Learning dynamic and hierarchical traffic spatiotemporal features with Transformer

12 April 2021

Papers citing "Learning dynamic and hierarchical traffic spatiotemporal features with Transformer"

21 / 21 papers shown

Title
Lightweight Spatio-Temporal Attention Network with Graph Embedding and Rotational Position Encoding for Traffic Forecasting Xiao Wang Shun-Ren Yang AI4TS 2 0 0 17 May 2025
The Geography of Transportation Cybersecurity: Visitor Flows, Industry Clusters, and Spatial Dynamics Yalin Wang Kailai Wang Songhua Hu Yunpeng Zhang Gino Lim Pengyu Zhu 34 0 0 12 May 2025
Rethinking Traffic Flow Forecasting: From Transition to Generatation Li Shijiao Ma Zhipeng He Huajun Chen Haiyue AI4TS 26 0 0 19 Apr 2025
Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap Tong Nie Jian Sun Wei Ma 72 1 0 27 Mar 2025
Toward Dependency Dynamics in Multi-Agent Reinforcement Learning for Traffic Signal Control Yuli Zhang Shangbo Wang Dongyao Jia Pengfei Fan Ruiyuan Jiang Hankang Gu Andy H.F. Chow 41 0 0 23 Feb 2025
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting Suhan Guo Jiahong Deng Yi Wei Hui Dou Furao Shen Jian Zhao AI4TS 221 0 0 31 Oct 2024
STTM: A New Approach Based Spatial-Temporal Transformer And Memory Network For Real-time Pressure Signal In On-demand Food Delivery Jiang Wang Haibin Wei Xiaowei Xu Jiacheng Shi Jian Nie Longzhi Du Taixu Jiang AI4TS 218 0 0 29 Sep 2024
Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and Baseline Shuhao Li Yue Cui Jingyi Xu Libin Li Lingkai Meng Weidong Yang Fan Zhang Xiaofang Zhou AI4TS 29 1 0 22 Mar 2024
A novel hybrid time-varying graph neural network for traffic flow forecasting Ben Ao Dai Bao-Lin Ye Lingxi Li AI4TS 23 4 0 17 Jan 2024
Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting Qian Ma Zijian Zhang Xiangyu Zhao Haoliang Li Hongwei Zhao Yiqi Wang Zitao Liu Wanyu Wang 31 12 0 20 Sep 2023
PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction Zijian Zhang Xiangyu Zhao Qidong Liu Chunxu Zhang Qian Ma Wanyu Wang Hongwei Zhao Yiqi Wang Zitao Liu AI4TS 89 17 0 18 Sep 2023
Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark] Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang 29 2 0 24 Aug 2023
Counterfactual Graph Transformer for Traffic Flow Prediction Yingbin Yang Kai Du Xingyuan Dai Jianwu Fang AI4TS 37 1 0 01 Aug 2023
Adaptive Hierarchical SpatioTemporal Network for Traffic Forecasting Yirong Chen Ziyue Li Wanli Ouyang M. Lepech AI4TS 29 5 0 15 Jun 2023
FollowNet: A Comprehensive Benchmark for Car-Following Behavior Modeling Xianda Chen Meixin Zhu Kehua Chen Pengqin Wang Hongliang Lu Hui Zhong Xu Han Yinhai Wang 28 38 0 25 May 2023
Mlinear: Rethink the Linear Model for Time-series Forecasting Wei Li Xiangxu Meng Chuhao Chen Jianing Chen AI4TS 26 6 0 08 May 2023
An Efficient Two-stage Gradient Boosting Framework for Short-term Traffic State Estimation Yichao Lu 27 1 0 21 Feb 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 30 248 0 19 Jan 2023
Context-aware multi-head self-attentional neural network model for next location prediction Ye Hong Yatao Zhang Konrad Schindler Martin Raubal HAI 6 17 0 04 Dec 2022
ST-former for short-term passenger flow prediction during COVID-19 in urban rail transit system Shuxin Zhang Jinlei Zhang Lixing Yang Chengcheng Wang Ziyou Gao AI4TS 28 0 0 14 Oct 2022
Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting Meng-Ju Tsai Zhiyong Cui Heng Yang Cole Kopca Sophie Tien Yinhai Wang AI4TS 22 4 0 19 Jun 2022