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Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting

14 September 2017

Papers citing "Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting"

47 / 47 papers shown

Title
ExoGait-MS: Learning Periodic Dynamics with Multi-Scale Graph Network for Exoskeleton Gait Recognition Lijiang Liu Junyu Shi Yong Sun Zhiyuan Zhang Jinni Zhou Shugen Ma Qiang Nie 92 0 0 23 May 2025
Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach Yuting Huang Ziquan Fang Zhihao Zeng Lu Chen Yunjun Gao 184 0 0 23 May 2025
Nearest Neighbor Multivariate Time Series Forecasting Huiliang Zhang Ping Nie Lijun Sun Benoit Boulet AI4TS 98 1 0 16 May 2025
Geometry-aware Active Learning of Spatiotemporal Dynamic Systems Xizhuo Zhang AI4CE 72 0 0 26 Apr 2025
MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling Ronghui Zhang Wenbin Xing Mengran Li Zihan Wang Junzhou Chen Xiaolei Ma Zhiyuan Liu Zhengbing He AI4TS 145 1 0 08 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 193 0 0 02 Apr 2025
Conditional Temporal Neural Processes with Covariance Loss Boseon Yoo Jiwoo Lee Janghoon Ju Seijun Chung Soyeon Kim Jaesik Choi 137 15 0 01 Apr 2025
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction Weiyang Kong Kaiqi Wu Sen Zhang Yubao Liu AI4TS GNN 111 1 0 27 Feb 2025
SUSTeR: Sparse Unstructured Spatio Temporal Reconstruction on Traffic Prediction Yannick Wölker Christian Beth Matthias Renz Arne Biastoch AI4TS 85 1 0 24 Feb 2025
Graph Pseudotime Analysis and Neural Stochastic Differential Equations for Analyzing Retinal Degeneration Dynamics and Beyond Dai Shi Kuan Yan Lequan Lin Yue Zeng Ting Zhang D. Matsypura Mark C. Gillies Ling Zhu Junbin Gao 162 1 0 10 Feb 2025
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification Wei Fan Jingru Fei Dingyu Guo Kun Yi Xiaozhuang Song Haolong Xiang Hangting Ye Min Li AI4TS 147 2 0 06 Feb 2025
Learning Traffic Anomalies from Generative Models on Real-Time Observations Fotis I. Giasemis Alexandros Sopasakis AI4TS 217 0 0 03 Feb 2025
Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning Shuijing Liu Peixin Chang W. Liang Neeloy Chakraborty Katherine Rose Driggs-Campbell HAI 152 105 0 28 Jan 2025
Mitigating Spatial Disparity in Urban Prediction Using Residual-Aware Spatiotemporal Graph Neural Networks: A Chicago Case Study Dingyi Zhuang Hanyong Xu Xiaotong Guo Yunhan Zheng Shenhao Wang Jinhua Zhao 122 0 0 20 Jan 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation Qianru Zhang Xinyi Gao Haixin Wang Siu-Ming Yiu Hongzhi Yin AI4TS 101 2 0 15 Jan 2025
A Multi-Layer CNN-GRUSKIP model based on transformer for spatial TEMPORAL traffic flow prediction Karimeh Ibrahim Mohammad Ata Mohd Khair Hassan Ayad Ghany Ismaeel Syed Abdul Rahman Al-Haddad Thamer Alquthami Sameer Alani 71 7 0 09 Jan 2025
Graph Construction with Flexible Nodes for Traffic Demand Prediction Jinyan Hou Shan Liu Ya Zhang Haotong Qin AI4TS 60 0 0 03 Jan 2025
Graph Pruning Based Spatial and Temporal Graph Convolutional Network with Transfer Learning for Traffic Prediction Zihao Jing GNN AI4TS 56 0 0 03 Jan 2025
Spatio-Temporal Fuzzy-oriented Multi-Modal Meta-Learning for Fine-grained Emotion Recognition Wenwen Qiang Yuxuan Yang Jingyao Wang Changwen Zheng 125 0 0 18 Dec 2024
Mixture of Experts for Node Classification Yu Shi Yiqi Wang WeiXuan Lang Jiaxin Zhang Pan Dong Aiping Li 502 1 0 30 Nov 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao Jiaheng Liu Ziáng Wang MoE 523 0 0 30 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 148 2 0 20 Nov 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 504 1 0 28 Oct 2024
Evaluating the effects of Data Sparsity on the Link-level Bicycling Volume Estimation: A Graph Convolutional Neural Network Approach Mohit Gupta Debjit Bhowmick Meead Saberi Shirui Pan Ben Beck GNN 89 0 0 11 Oct 2024
Efficient Large-Scale Urban Parking Prediction: Graph Coarsening Based on Real-Time Parking Service Capability Yixuan Wang Zhenwu Chen Kangshuai Zhang Yunduan Cui Lei Peng Lei Peng GNN 70 0 0 05 Oct 2024
AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting Tengfei Lyu Weijia Zhang Jinliang Deng Hao Liu AI4TS 52 4 0 25 Sep 2024
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach Tong Nie Junlin He Yuewen Mei Guoyang Qin Guilong Li Jian Sun Wei Ma 94 4 0 30 Aug 2024
Multi-Graph Inductive Representation Learning for Large-Scale Urban Rail Demand Prediction under Disruptions Dang Viet Anh Nguyen J. Victor Flensburg Fabrizio Cerreto Bianca Pascariu Paola Pellegrini Carlos Lima Azevedo Filipe Rodrigues AI4TS AI4CE 49 0 0 28 Aug 2024
XG-NID: Dual-Modality Network Intrusion Detection using a Heterogeneous Graph Neural Network and Large Language Model Yasir Ali Farrukh S. Wali I. Khan Nathaniel D. Bastian 425 2 0 27 Aug 2024
Sequence Graph Network for Online Debate Analysis Quan Mai Susan Gauch Douglas Adams Miaoqing Huang 79 0 0 26 Jun 2024
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding Ahmad A Mahmood Ashmal Vayani Muzammal Naseer Salman Khan Fahad Shahbaz Khan LRM 104 8 0 21 Mar 2024
Asynchronous Graph Generator Christopher P. Ley Felipe Tobar AI4TS 98 0 0 29 Sep 2023
Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting Seongjin Choi Nicolas Saunier Vincent Zhihao Zheng M. Trépanier Lijun Sun 49 1 0 10 Dec 2022
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Yaguang Li Rose Yu Cyrus Shahabi Yan Liu GNN DiffM AI4TS 99 100 0 06 Jul 2017
Convolutional Sequence to Sequence Learning Jonas Gehring Michael Auli David Grangier Denis Yarats Yann N. Dauphin AIMat 169 3,287 0 08 May 2017
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 148 775 0 22 Dec 2016
Short-term traffic flow forecasting with spatial-temporal correlation in a hybrid deep learning framework Yuankai Wu Huachun Tan AI4TS 68 251 0 03 Dec 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 644 29,076 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 350 7,655 0 30 Jun 2016
Learning Convolutional Neural Networks for Graphs Mathias Niepert Mohamed Ahmed Konstantin Kutzkov GNN SSL 138 2,154 0 17 May 2016
Deep Convolutional Networks on Graph-Structured Data Mikael Henaff Joan Bruna Yann LeCun GNN 157 1,587 0 16 Jun 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 566 7,992 0 13 Jun 2015
Highway Networks R. Srivastava Klaus Greff Jürgen Schmidhuber 181 1,771 0 03 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 437 20,568 0 10 Sep 2014
Spectral Networks and Locally Connected Networks on Graphs Joan Bruna Wojciech Zaremba Arthur Szlam Yann LeCun GNN 223 4,882 0 21 Dec 2013
The Emerging Field of Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Domains D. Shuman S. K. Narang P. Frossard Antonio Ortega P. Vandergheynst 130 3,974 0 31 Oct 2012