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"

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Title
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 39 14 0 12 Apr 2023
A Survey of Machine Learning-Based Ride-Hailing Planning Dacheng Wen Yupeng Li F. Lau 24 4 0 26 Mar 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 29 96 0 23 Mar 2023
Urban Regional Function Guided Traffic Flow Prediction Kuo Wang Lingbo Liu Yang Liu Guanbin Li Fan Zhou Liang Lin 38 25 0 17 Mar 2023
Adaptive Modeling of Uncertainties for Traffic Forecasting Ying Wu Yongchao Ye Adnan Zeb James J. Q. Yu Zhilin Wang AI4TS 24 7 0 16 Mar 2023
Fairness-enhancing deep learning for ride-hailing demand prediction Yunhan Zheng Qingyi Wang Dingyi Zhuang Shenhao Wang Jinhua Zhao 41 12 0 10 Mar 2023
Travel Demand Forecasting: A Fair AI Approach Xiaojian Zhang Qian Ke Xilei Zhao AI4TS 35 3 0 03 Mar 2023
Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction Xing Wang Kexin Yang Zhendong Wang Junlan Feng Lin Zhu Juan Zhao Chao Deng 17 11 0 28 Feb 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
TrafFormer: A Transformer Model for Predicting Long-term Traffic David Alexander Tedjopurnomo F. Choudhury A. K. Qin 22 5 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
Do We Really Need Complicated Model Architectures For Temporal Networks? Weilin Cong Si Zhang Jian Kang Baichuan Yuan Hao Wu Xin Zhou Hanghang Tong Mehrdad Mahdavi GNN AI4TS 31 113 0 22 Feb 2023
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations Xun Zhu Yutong Xiong Ming Wu Gaozhen Nie Bin Zhang Ziheng Yang AI4TS 28 17 0 21 Feb 2023
Because Every Sensor Is Unique, so Is Every Pair: Handling Dynamicity in Traffic Forecasting Arian Prabowo Wei Shao Hao Xue Piotr Koniusz Flora Salim AI4TS 39 14 0 20 Feb 2023
SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies Fang-le Zhou Chenle Pan Lintao Ma Yu Liu Shiyu Wang ... Xu Hu Yun Hu Yang Zheng Lei Lei Yun Hu 29 3 0 11 Feb 2023
INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging Chuanpan Zheng Xiaoliang Fan Cheng-i Wang Jianzhong Qi Chaochao Chen Longbiao Chen AI4TS 15 19 0 06 Feb 2023
MTP-GO: Graph-Based Probabilistic Multi-Agent Trajectory Prediction with Neural ODEs Theodor Westny Joel Oskarsson Björn Olofsson Erik Frisk 39 31 0 01 Feb 2023
Continual Graph Learning: A Survey Qiao Yuan S. Guan Pin Ni Tianlun Luo Ka Lok Man Prudence W. H. Wong Victor I. Chang CLL 26 14 0 28 Jan 2023
Spatio-Temporal Graph Neural Networks: A Survey Zahraa Al Sahili M. Awad GNN AI4TS 29 23 0 25 Jan 2023
Streaming Traffic Flow Prediction Based on Continuous Reinforcement Learning Yanan Xiao Minyu Liu Zichen Zhang Lu Jiang Minghao Yin Jianan Wang AI4TS 30 5 0 24 Dec 2022
Graph Federated Learning with Hidden Representation Sharing Shuang Wu Mingxuan Zhang Yuantong Li Carl Yang Pan Li FedML 27 1 0 23 Dec 2022
Predicting Citi Bike Demand Evolution Using Dynamic Graphs Alexander Saff Mayur Bhandary Siddharth Srivastava 9 0 0 18 Dec 2022
Graph Convolutional Networks for Traffic Forecasting with Missing Values Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 31 39 0 13 Dec 2022
Spatial-temporal traffic modeling with a fusion graph reconstructed by tensor decomposition Qin Li Xu Yang Yong Wang Yuankai Wu Deqiang He 41 10 0 12 Dec 2022
Cross-Modal Learning with 3D Deformable Attention for Action Recognition Sangwon Kim Dasom Ahn ByoungChul Ko ViT 3DPC 38 24 0 12 Dec 2022
Scalable Dynamic Mixture Model with Full Covariance for Probabilistic Traffic Forecasting Seongjin Choi Nicolas Saunier Vincent Zhihao Zheng M. Trépanier Lijun Sun 18 1 0 10 Dec 2022
STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction K. Bhaumik Fahim Faisal Niloy Saif Mahmud Simon S. Woo AI4TS 35 2 0 08 Dec 2022
A Frequency-Structure Approach for Link Stream Analysis Esteban Bautista Matthieu Latapy 24 2 0 07 Dec 2022
Multi-Task Edge Prediction in Temporally-Dynamic Video Graphs Osman Ulger Julian Wiederer Mohsen Ghafoorian Vasileios Belagiannis Pascal Mettes 43 0 0 06 Dec 2022
Graph Convolutional Neural Networks with Diverse Negative Samples via Decomposed Determinant Point Processes Wei Duan Junyu Xuan Maoying Qiao Jie Lu 31 8 0 05 Dec 2022
Easy Begun is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout Hongjun Wang Jiyuan Chen Tongbo Pan Z. Fan Boyuan Zhang Renhe Jiang Lingyu Zhang Yi Xie Zhongyin Wang Xuan Song GNN 26 8 0 28 Nov 2022
Normalizing Flows for Human Pose Anomaly Detection Or Hirschorn S. Avidan 3DH 19 46 0 20 Nov 2022
Learning on Health Fairness and Environmental Justice via Interactive Visualization A. Nayeem I. Segovia-Dominguez Huikyo Lee Dongyun Han Yuzhou Chen Zhiwei Zhen Yulia R. Gel Isaac Cho 19 3 0 18 Nov 2022
Exponentially Improving the Complexity of Simulating the Weisfeiler-Lehman Test with Graph Neural Networks Anders Aamand Justin Y. Chen Piotr Indyk Shyam Narayanan R. Rubinfeld Nicholas Schiefer Sandeep Silwal Tal Wagner 39 21 0 06 Nov 2022
Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach Bin Lei Shaoyi Huang Caiwen Ding Monika Filipovska GNN AI4TS 14 0 0 06 Nov 2022
STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph Silu He Qinyao Luo Ronghua Du Ling Zhao Haifeng Li 39 36 0 30 Oct 2022
Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting Hongyuan Yu Ting Li Weichen Yu Jianguo Li Yan Huang Liang Wang A. Liu AI4TS CML 26 52 0 12 Oct 2022
Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs Silvia Beddar-Wiesing Giuseppe Alessio D’Inverno C. Graziani Veronica Lachi Alice Moallemy-Oureh F. Scarselli J. M. Thomas 31 9 0 08 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Qi Zhang Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 59 3 0 06 Oct 2022
Spatial-Temporal Graph Convolutional Gated Recurrent Network for Traffic Forecasting Le Zhao Mingcai Chen Yuntao Du Haiyang Yang Chongjun Wang GNN AI4TS 19 4 0 06 Oct 2022
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models F. Liu Haowen Liu Wenzhao Jiang OOD 64 33 0 05 Oct 2022
Retrieval Based Time Series Forecasting Baoyu Jing Si Zhang Yada Zhu B. Peng K. Guan A. Margenot Hanghang Tong AI4TS 35 9 0 27 Sep 2022
Explainable Graph Pyramid Autoformer for Long-Term Traffic Forecasting Weiheng Zhong Tanwi Mallick Hadi Meidani Jane Macfarlane Prasanna Balaprakash AI4TS 25 5 0 27 Sep 2022
Physics-Informed Graph Neural Network for Spatial-temporal Production Forecasting Wendi Liu Michael J. Pyrcz AI4CE 29 20 0 23 Sep 2022
Human Pose Driven Object Effects Recommendation Zhaoxin Fan Feng Li Hongyan Liu Jun He Xiaoyong Du 11 2 0 17 Sep 2022
Residual Correction in Real-Time Traffic Forecasting Daejin Kim Young Cho Dongmin Kim Cheonbok Park Jaegul Choo 18 7 0 12 Sep 2022
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting Junkyu Jang Sunghyuk Park 32 1 0 05 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives Saurav Jha Dong Gong Xuesong Wang Richard Turner L. Yao BDL 76 24 0 01 Sep 2022
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Zhe Jiang Jiawei Jiang Hu Zhang DiffM PINN OOD AI4CE 12 77 0 01 Sep 2022
Prediction-based One-shot Dynamic Parking Pricing Seoyoung Hong H. Shin Jeongwhan Choi Noseong Park 33 5 0 30 Aug 2022