Spatial-Temporal Transformer Networks for Traffic Flow Forecasting

9 January 2020

Guo-Jun Qi

Papers citing "Spatial-Temporal Transformer Networks for Traffic Flow Forecasting"

24 / 24 papers shown

Title
UniSkill: Imitating Human Videos via Cross-Embodiment Skill Representations Hanjung Kim Jaehyun Kang Hyolim Kang Meedeum Cho Seon Joo Kim Youngwoon Lee 34 0 0 13 May 2025
UniVLA: Learning to Act Anywhere with Task-centric Latent Actions Qingwen Bu Yanting Yang Jisong Cai Shenyuan Gao Guanghui Ren Maoqing Yao Ping Luo Hongyang Li 125 0 0 09 May 2025
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao Jiaheng Liu Ziáng Wang MoE 192 0 0 30 Nov 2024
UMOD: A Novel and Effective Urban Metro Origin-Destination Flow Prediction Method Peng Xie Minbo Ma Bin Wang Junbo Zhang Tianrui Li 31 0 0 08 Sep 2024
Learning Decentralized Flocking Controllers with Spatio-Temporal Graph Neural Network Siji Chen Yanshen Sun Peihan Li Lifeng Zhou Chang-Tien Lu 31 2 0 29 Sep 2023
DG-Trans: Dual-level Graph Transformer for Spatiotemporal Incident Impact Prediction on Traffic Networks Yanshen Sun Kaiqun Fu Chang-Tien Lu AI4TS AI4CE 32 2 0 21 Mar 2023
MSTFormer: Motion Inspired Spatial-temporal Transformer with Dynamic-aware Attention for long-term Vessel Trajectory Prediction Huimin Qiang Zhiyuan Guo Shiyuan Xie Xiaodong Peng 19 1 0 21 Mar 2023
Dynamic Graph Convolutional Network with Attention Fusion for Traffic Flow Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 32 6 0 24 Feb 2023
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Zhichen Lai Dalin Zhang Huan Li Christian S. Jensen Hua Lu Yan Zhao AI4TS 35 29 0 23 Feb 2023
An Efficient Two-stage Gradient Boosting Framework for Short-term Traffic State Estimation Yichao Lu 27 1 0 21 Feb 2023
Fast Temporal Wavelet Graph Neural Networks D. Nguyen Manh Tuan Nguyen Truong-Son Hy Risi Kondor AI4TS 31 7 0 17 Feb 2023
Single Cells Are Spatial Tokens: Transformers for Spatial Transcriptomic Data Imputation Haifang Wen Wenzhuo Tang Wei Jin Jiayuan Ding Renming Liu Xinnan Dai Feng Shi Lulu Shang Jiliang Tang Yuying Xie 29 8 0 06 Feb 2023
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers Ran Liu Mehdi Azabou M. Dabagia Jingyun Xiao Eva L. Dyer AI4CE 32 19 0 10 Jun 2022
An Adaptive Federated Relevance Framework for Spatial Temporal Graph Learning Tiehua Zhang Yuze Liu Zhishu Shen Ruiqian Xu Xin Chen Xiaowei Huang Xi Zheng FedML AI4TS 35 9 0 07 Jun 2022
KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting M. A. Chattha L. V. Elst M. I. Malik Andreas Dengel Sheraz Ahmed AI4TS 16 0 0 08 Feb 2022
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting Guanyao Li Shuhan Zhong Shueng-Han Gary Chan Ruiyuan Li Chih-Chieh Hung Wen-Chih Peng AI4TS 35 26 0 30 Dec 2021
GroupFormer: Group Activity Recognition with Clustered Spatial-Temporal Transformer Shuaicheng Li Qianggang Cao Lingbo Liu Kunlin Yang Shinan Liu Jun Hou Shuai Yi ViT 42 103 0 28 Aug 2021
RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting Soumyasundar Pal Liheng Ma Yingxue Zhang Mark J. Coates BDL AI4TS 31 22 0 10 Jun 2021
Transformers à Grande Vitesse Farid Arthaud G. Lecoeur Alban Pierre AI4TS 9 2 0 18 May 2021
Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Fuxian Li J. Feng Huan Yan G. Jin Depeng Jin Yong Li GNN AI4TS 19 357 0 30 Apr 2021
Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network Amit Roy Kashob Kumar Roy A. Ali M. A. Amin A. Rahman AI4TS 54 28 0 26 Apr 2021
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Mengzhang Li Zhanxing Zhu GNN AI4TS 17 745 0 15 Dec 2020
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Eric L. Manibardo I. Laña Javier Del Ser AI4TS 32 67 0 02 Dec 2020
On the Global Self-attention Mechanism for Graph Convolutional Networks Chen Wang Chengyuan Deng GNN 29 4 0 21 Oct 2020