Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019

Papers citing "Graph WaveNet for Deep Spatial-Temporal Graph Modeling"

50 / 585 papers shown

Title
STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 121 7 0 02 Jul 2023
STEF-DHNet: Spatiotemporal External Factors Based Deep Hybrid Network for Enhanced Long-Term Taxi Demand Prediction Sheraz Hassan Muhammad Ahmad Tahir M. Uppal Zubair Khalid Ivan Gorban Selim Turki 108 1 0 26 Jun 2023
Robust Spatiotemporal Traffic Forecasting with Reinforced Dynamic Adversarial Training Fan Liu Weijiao Zhang Haowen Liu AI4TS OOD 61 11 0 25 Jun 2023
Unleashing Realistic Air Quality Forecasting: Introducing the Ready-to-Use PurpleAirSF Dataset Jingwei Zuo Wenbin Li Michele Baldo Hakim Hacid AI4TS 65 3 0 24 Jun 2023
ICN: Interactive Convolutional Network for Forecasting Travel Demand of Shared Micromobility Yiming Xu Qian Ke Xiaojian Zhang Xilei Zhao HAI 55 5 0 24 Jun 2023
FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Zhanyu Liu Chumeng Liang Guanjie Zheng Hua Wei 90 5 0 19 Jun 2023
LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry Lixia Wu Haomin Wen Haoyuan Hu Xiaowei Mao Yutong Xia ... Yuxuan Liang Liuqing Yang Roger Zimmermann Youfang Lin Huaiyu Wan 168 9 0 19 Jun 2023
MPSTAN: Metapopulation-based Spatio-Temporal Attention Network for Epidemic Forecasting Jun-Jie Mao Yuexing Han Bing Wang 73 7 0 15 Jun 2023
Mitigating Cold-start Forecasting using Cold Causal Demand Forecasting Model Zahra Fatemi Minh-Thu T. Huynh Elena Zheleva Zamir Syed Xiaojun Di AI4TS 56 3 0 15 Jun 2023
Adaptive Hierarchical SpatioTemporal Network for Traffic Forecasting Yirong Chen Ziyue Li Wanli Ouyang M. Lepech AI4TS 67 5 0 15 Jun 2023
FRIGATE: Frugal Spatio-temporal Forecasting on Road Networks Mridul Gupta H. Kodamana Sayan Ranu AI4TS 76 18 0 14 Jun 2023
LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting Xu Liu Yutong Xia Yuxuan Liang Junfeng Hu Yiwei Wang Lei Bai Chaoqin Huang Zhenguang Liu Bryan Hooi Roger Zimmermann AI4TS 96 81 0 14 Jun 2023
Localised Adaptive Spatial-Temporal Graph Neural Network Wenying Duan Xiaoxi He Zimu Zhou Lothar Thiele Hong Rao 76 18 0 12 Jun 2023
UCTB: An Urban Computing Tool Box for Building Spatiotemporal Prediction Services Jiangyi Fang Liyue Chen Di Chai Yayao Hong Xiuhuai Xie Longbiao Chen Leye Wang AI4TS 82 1 0 07 Jun 2023
A Data-driven Region Generation Framework for Spatiotemporal Transportation Service Management Liyue Chen Jiangyi Fang Zhe Yu Yongxin Tong Shaosheng Cao Leye Wang AI4TS 73 8 0 05 Jun 2023
Recent Advances in Graph-based Machine Learning for Applications in Smart Urban Transportation Systems Hongde Wu Sen Yan Mingming Liu GNN AI4TS 60 0 0 02 Jun 2023
Learning Gaussian Mixture Representations for Tensor Time Series Forecasting Jiewen Deng Jinliang Deng Renhe Jiang Xuan Song AI4TS 108 5 0 01 Jun 2023
Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities Maryam Shaygan Collin Meese Wanxin Li Xiaoliang (George) Zhao Mark M. Nejad 124 123 0 31 May 2023
Graph Entropy Minimization for Semi-supervised Node Classification Yi Luo Guangchun Luo Ke Qin Aiguo Chen 73 0 0 31 May 2023
Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting Andrea Cini Danilo Mandic Cesare Alippi AI4TS 66 10 0 30 May 2023
Graph Neural Network for spatiotemporal data: methods and applications Yun Li Dazhou Yu Zhenke Liu Minxing Zhang Xi Gong Liang Zhao AI4TS AI4CE 78 14 0 30 May 2023
Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting Zibo Liu Parshin Shojaee Chandan K. Reddy AI4TS AI4CE 83 11 0 30 May 2023
Building Transportation Foundation Model via Generative Graph Transformer Xuhong Wang Ding Wang Liang Chen Yilun Lin AI4CE 79 23 0 24 May 2023
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Du Yin Yezhou Yang Xuan Song Ivor W. Tsang BDL AI4TS 117 23 0 22 May 2023
Towards Complex Dynamic Physics System Simulation with Graph Neural ODEs Guangsi Shi Daokun Zhang Ming Jin Shirui Pan Philip S. Yu AI4CE 99 4 0 21 May 2023
Message Passing Neural Networks for Traffic Forecasting Arian Prabowo Hao Xue Wei Shao Piotr Koniusz Flora D. Salim GNN 65 6 0 09 May 2023
Traffic Forecasting on New Roads Using Spatial Contrastive Pre-Training (SCPT) Arian Prabowo Hao Xue Wei Shao Piotr Koniusz Flora D. Salim AI4TS 117 14 0 09 May 2023
LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction Jiawei Jiang Chengkai Han Wenjun Jiang Wayne Xin Zhao Jingyuan Wang AI4TS AI4CE 162 9 0 27 Apr 2023
Reinforcement Learning Approaches for Traffic Signal Control under Missing Data Hao Mei Junxian Li Bin Shi Hua Wei 108 12 0 21 Apr 2023
AutoSTL: Automated Spatio-Temporal Multi-Task Learning Zijian Zhang Xiangyu Zhao Hao Miao Chunxu Zhang Hongwei Zhao Junbo Zhang AI4TS 74 21 0 16 Apr 2023
HGWaveNet: A Hyperbolic Graph Neural Network for Temporal Link Prediction Qijie Bai Chang Nie Haiwei Zhang Dongming Zhao Xiaojie Yuan 85 21 0 14 Apr 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 85 19 0 12 Apr 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 202 163 0 11 Apr 2023
Spatiotemporal and Semantic Zero-inflated Urban Anomaly Prediction Yao Lu Pengyuan Zhou Yong Liao Haiyong Xie 44 2 0 04 Apr 2023
TraffNet: Learning Causality of Traffic Generation for What-if Prediction Ming Xu Qiang Ai Ruimin Li Yunyi Ma Geqi Qi Xiangfu Meng Haibo Jin 94 0 0 28 Mar 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 151 212 0 25 Mar 2023
It is all Connected: A New Graph Formulation for Spatio-Temporal Forecasting Lars Odegaard Bentsen N. Warakagoda R. Stenbro P. Engelstad AI4TS 33 1 0 23 Mar 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 125 121 0 23 Mar 2023
DG-Trans: Dual-level Graph Transformer for Spatiotemporal Incident Impact Prediction on Traffic Networks Yanshen Sun Kaiqun Fu Chang-Tien Lu AI4TS AI4CE 88 3 0 21 Mar 2023
Graph Kalman Filters Cesare Alippi Daniele Zambon 83 6 0 21 Mar 2023
Graph Neural Rough Differential Equations for Traffic Forecasting Jeongwhan Choi Noseong Park AI4TS 69 17 0 20 Mar 2023
Adaptive Modeling of Uncertainties for Traffic Forecasting Ying Wu Yongchao Ye Adnan Zeb James Jianqiao Yu Ziyi Wang AI4TS 98 7 0 16 Mar 2023
FPTN: Fast Pure Transformer Network for Traffic Flow Forecasting Junhao Zhang Junjie Tang Junchen Jin Zehui Qu AI4TS 21 2 0 14 Mar 2023
Fairness-enhancing deep learning for ride-hailing demand prediction Yunhan Zheng Qingyi Wang Dingyi Zhuang Shenhao Wang Jinhua Zhao 112 13 0 10 Mar 2023
Towards better traffic volume estimation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs Tong Nie Guoyang Qin Yunpeng Wang Jiangming Sun 161 15 0 10 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 43 12 0 28 Feb 2023
Semi-decentralized Inference in Heterogeneous Graph Neural Networks for Traffic Demand Forecasting: An Edge-Computing Approach Mahmoud Nazzal Abdallah Khreishah Joyoung Lee Shaahin Angizi Ala I. Al-Fuqaha Mohsen Guizani 91 9 0 28 Feb 2023
Attention-based Spatial-Temporal Graph Convolutional Recurrent Networks for Traffic Forecasting Haiyang Liu Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 31 7 0 25 Feb 2023
Dynamic Graph Convolutional Network with Attention Fusion for Traffic Flow Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 93 7 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 73 32 0 23 Feb 2023