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
EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting Feng Xie Zhong Zhang Liang Li B. Zhou Yusong Tan 19 22 0 23 Aug 2022
Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics Zhengyang Zhou Yang Kuo Wei Sun Binwu Wang Mingxing Zhou Yunan Zong Yang Wang AI4TS 24 3 0 17 Aug 2022
Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Wei Wei Yongjun Xu AI4TS 27 204 0 10 Aug 2022
A Visual Analytics System for Improving Attention-based Traffic Forecasting Models Seungmin Jin Hyunwoo Lee Cheonbok Park Hyeshin Chu Yunwon Tae Jaegul Choo Sungahn Ko 20 14 0 08 Aug 2022
Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting Juyong Jiang Binqing Wu Ling-Hao Chen Kai Zhang Sunghun Kim AI4TS 33 18 0 05 Aug 2022
Gaia: Graph Neural Network with Temporal Shift aware Attention for Gross Merchandise Value Forecast in E-commerce Borui Ye Shuo Yang Binbin Hu Qing Cui Youqiang He Kai Huang Jun Zhou Yanming Fang 30 4 0 27 Jul 2022
Multimodal Emotion Recognition with Modality-Pairwise Unsupervised Contrastive Loss Riccardo Franceschini Enrico Fini Cigdem Beyan Alessandro Conti F. Arrigoni Elisa Ricci SSL OffRL 34 16 0 23 Jul 2022
Robust Knowledge Adaptation for Dynamic Graph Neural Networks Han Li Changsheng Li Kaituo Feng Ye Yuan Guoren Wang H. Zha 32 13 0 22 Jul 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 40 14 0 30 Jun 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Yongjun Xu AI4TS 24 213 0 18 Jun 2022
Recurrent Transformer Variational Autoencoders for Multi-Action Motion Synthesis Rania Briq Chuhang Zou L. Pishchulin Christopher Broaddus Juergen Gall 24 1 0 14 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
Sparse Graph Learning from Spatiotemporal Time Series Andrea Cini Daniele Zambon Cesare Alippi CML AI4TS 43 18 0 26 May 2022
A spatial-temporal short-term traffic flow prediction model based on dynamical-learning graph convolution mechanism Zhijun Chen Zheng Lu Qiushi Chen Hongliang Zhong Yishi Zhang Jie Xue Delft University of Technology GNN AI4TS 22 59 0 10 May 2022
Bandits for Structure Perturbation-based Black-box Attacks to Graph Neural Networks with Theoretical Guarantees Binghui Wang Youqin Li Pan Zhou AAML 31 13 0 07 May 2022
STONet: A Neural-Operator-Driven Spatio-temporal Network Haitao Lin Guojiang Zhao Lirong Wu Stan Z. Li AI4TS AI4CE 15 1 0 18 Apr 2022
Spatio-Temporal-Frequency Graph Attention Convolutional Network for Aircraft Recognition Based on Heterogeneous Radar Network Hann Meng Yuexing Peng Wenbo Wang Peng Cheng Yonghui Li Wei Xiang 32 10 0 15 Apr 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 38 36 0 13 Apr 2022
Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version Sean Bin Yang Chenjuan Guo Jilin Hu B. Yang Jiangtao Tang Christian S. Jensen 27 20 0 30 Mar 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 40 96 0 29 Mar 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 26 10 0 08 Mar 2022
Disentangled Spatiotemporal Graph Generative Models Yuanqi Du Xiaojie Guo Hengning Cao Yanfang Ye Liang Zhao 31 21 0 28 Feb 2022
Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting Jiabin Tang Tang Qian Shikun Liu Shengdong Du Jie Hu Tianrui Li AI4TS 24 22 0 25 Feb 2022
Graph Lifelong Learning: A Survey F. Febrinanto Feng Xia Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 37 51 0 22 Feb 2022
Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting Lin Huang Lijun Wu Jia Zhang Jiang Bian Tie-Yan Liu AI4TS 31 2 0 18 Feb 2022
Exploring Human Mobility for Multi-Pattern Passenger Prediction: A Graph Learning Framework Xiangjie Kong Kailai Wang Mingliang Hou Feng Xia G. Karmakar Jianxin Li AI4TS 11 43 0 17 Feb 2022
Improving Fraud Detection via Hierarchical Attention-based Graph Neural Network Yajing Liu Zhengya Sun Wensheng Zhang 19 25 0 12 Feb 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
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Yihong Tang Ao Qu A. Chow W. Lam S. Wong Wei-Ying Ma AI4TS 99 54 0 08 Feb 2022
Network-level Safety Metrics for Overall Traffic Safety Assessment: A Case Study Xiwen Chen Hongya Wang Abolfazl Razi Brendan J. Russo Jason L. Pacheco J. Roberts Jeffery Wishart L. Head Alonso Granados Baca 40 8 0 27 Jan 2022
Fast Transient Stability Prediction Using Grid-informed Temporal and Topological Embedding Deep Neural Network Peiyuan Sun L. Huo Siyuan Liang Xin Chen 27 7 0 23 Jan 2022
Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning Lianghao Xia Chao Huang Yong-mei Xu Peng Dai Liefeng Bo Xiyue Zhang Tianyi Chen AI4TS 33 65 0 07 Jan 2022
Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data Stefan Bloemheuvel Jurgen van den Hoogen Dario Jozinović A. Michelini Martin Atzmueller AI4TS 18 45 0 03 Jan 2022
Graph Neural Networks: a bibliometrics overview Abdalsamad Keramatfar Mohadeseh Rafiee Hossein Amirkhani GNN AI4CE 42 24 0 03 Jan 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
GOPHER: Categorical probabilistic forecasting with graph structure via local continuous-time dynamics Ke Alexander Wang Danielle C. Maddix Yuyang Wang AI4CE 28 1 0 18 Dec 2021
Joint Demand Prediction for Multimodal Systems: A Multi-task Multi-relational Spatiotemporal Graph Neural Network Approach Yuebing Liang Guan Huang Zhan Zhao AI4TS 37 48 0 15 Dec 2021
Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting Donghui Chen Ling-Hao Chen Zongjiang Shang Youdong Zhang Bo Wen Chenghu Yang AI4TS 38 7 0 14 Dec 2021
STJLA: A Multi-Context Aware Spatio-Temporal Joint Linear Attention Network for Traffic Forecasting Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Chenxing Wang GNN AI4TS 19 1 0 04 Dec 2021
Network-wide Multi-step Traffic Volume Prediction using Graph Convolutional Gated Recurrent Neural Network Lei Lin Weizi Li Lei Zhu GNN AI4TS 9 5 0 22 Nov 2021
Non-separable Spatio-temporal Graph Kernels via SPDEs A. Nikitin S. T. John Arno Solin Samuel Kaski AI4TS 25 17 0 16 Nov 2021
Learning Graph Neural Networks for Multivariate Time Series Anomaly Detection Saswati Ray S. Lakdawala Mononito Goswami Chufan Gao BDL 11 4 0 15 Nov 2021
A Comparative Study on Basic Elements of Deep Learning Models for Spatial-Temporal Traffic Forecasting Y. Shin Yoonjin Yoon AI4TS GNN 34 1 0 15 Nov 2021
STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks Guannan Lou Yuze Liu Tiehua Zhang Xi Zheng FedML 68 14 0 12 Nov 2021
A Spatial-temporal Graph Deep Learning Model for Urban Flood Nowcasting Leveraging Heterogeneous Community Features H. Farahmand Yuanchang Xu Ali Mostafavi AI4CE 35 38 0 09 Nov 2021
Multistep traffic speed prediction: A deep learning based approach using latent space mapping considering spatio-temporal dependencies Shatrughan Modi J. Bhattacharya P. Basak 32 24 0 03 Nov 2021
Traffic Forecasting on Traffic Moving Snippets Nina Wiedemann Martin Raubal AI4TS 16 2 0 27 Oct 2021
Probabilistic Hierarchical Forecasting with Deep Poisson Mixtures Kin G. Olivares N. Meetei Ruijun Ma Rohan Reddy Mengfei Cao Lee Dicker AI4TS 32 24 0 25 Oct 2021
HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting Chenyu Wang Zongyu Lin Xiaochen Yang Jiao Sun Mingxuan Yue Cyrus Shahabi AI4TS 71 28 0 27 Sep 2021
Social-Media Activity Forecasting with Exogenous Information Signals Kin Wai Ng Sameera Horawalavithana Adriana Iamnitchi 14 1 0 22 Sep 2021