Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019

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

50 / 189 papers shown

Title
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 34 8 0 28 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 29 3 0 18 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 44 36 0 30 Oct 2022
M3FGM:a node masking and multi-granularity message passing-based federated graph model for spatial-temporal data prediction Yuxing Tian Zheng Liu Yanwen Qu Song Li Jiachi Luo AI4CE 32 0 0 27 Oct 2022
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data Cristian Challu Peihong Jiang Y. Wu Laurent Callot AI4TS 19 1 0 22 Oct 2022
Graph Neural Networks with Trainable Adjacency Matrices for Fault Diagnosis on Multivariate Sensor Data Alexander Kovalenko Vitaliy Pozdnyakov Ilya Makarov AI4CE 23 9 0 20 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 30 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
Movement Analytics: Current Status, Application to Manufacturing, and Future Prospects from an AI Perspective Peter Baumgartner Daniel V. Smith Mashud Rana Reena Kapoor Elena Tartaglia A. Schutt Ashfaqur Rahman John Taylor S. Dunstall 29 4 0 04 Oct 2022
Traffic Accident Risk Forecasting using Contextual Vision Transformers Khaled Saleh Artur Grigorev Adriana-Simona Mihaita ViT 35 10 0 20 Sep 2022
Residual Correction in Real-Time Traffic Forecasting Daejin Kim Young Cho Dongmin Kim Cheonbok Park Jaegul Choo 21 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 85 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 20 77 0 01 Sep 2022
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
Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Wei Wei Yongjun Xu AI4TS 29 211 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 36 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 5 0 27 Jul 2022
Lane-GNN: Integrating GNN for Predicting Drivers' Lane Change Intention Hongde Wu Mingming Liu 34 5 0 02 Jul 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 48 14 0 30 Jun 2022
Multi-Variate Time Series Forecasting on Variable Subsets Jatin Chauhan A. Raghuveer Rishi Saket Jay Nandy B. Ravindran AI4TS 33 9 0 25 Jun 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Yongjun Xu AI4TS 30 215 0 18 Jun 2022
Sparse Graph Learning from Spatiotemporal Time Series Andrea Cini Daniele Zambon Cesare Alippi CML AI4TS 48 18 0 26 May 2022
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations Ivan Marisca Andrea Cini Cesare Alippi AI4TS 37 62 0 26 May 2022
Deep Representations for Time-varying Brain Datasets Sikun Lin Shuyun Tang Scott T. Grafton Ambuj K. Singh AI4CE 26 6 0 23 May 2022
Predicting vacant parking space availability zone-wisely: a graph based spatio-temporal prediction approach Yajing Feng Qian Hu Zhenzhou Tang 24 4 0 03 May 2022
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version Razvan-Gabriel Cirstea Chenjuan Guo B. Yang Tung Kieu Xuanyi Dong Shirui Pan AI4TS 37 108 0 28 Apr 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 31 10 0 08 Mar 2022
Disentangled Spatiotemporal Graph Generative Models Yuanqi Du Xiaojie Guo Hengning Cao Yanfang Ye Liang Zhao 38 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 30 22 0 25 Feb 2022
Graph Lifelong Learning: A Survey F. Febrinanto Feng Xia Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 44 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 34 2 0 18 Feb 2022
Unboxing the graph: Neural Relational Inference for Mobility Prediction M. Tygesen Francisco Câmara Pereira Filipe Rodrigues AI4TS 20 2 0 25 Jan 2022
Balanced Graph Structure Learning for Multivariate Time Series Forecasting Weijun Chen Yanze Wang Chengshuo Du Zhenglong Jia Feng Liu Ran Chen AI4TS 23 1 0 24 Jan 2022
Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Ling-Hao Chen Donghui Chen Zongjiang Shang Binqing Wu Cen Zheng Bo Wen Wei Zhang AI4TS AI4CE 26 64 0 13 Jan 2022
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
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 43 36 0 14 Dec 2021
Causal Knowledge Guided Societal Event Forecasting Songgaojun Deng Huzefa Rangwala Yue Ning AI4TS 32 2 0 10 Dec 2021
Forecasting Brain Activity Based on Models of Spatio-Temporal Brain Dynamics: A Comparison of Graph Neural Network Architectures S. Wein Alina Schüller A. Tomé W. Malloni M. Greenlee E. Lang AI4CE 40 14 0 08 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
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
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
DetectorNet: Transformer-enhanced Spatial Temporal Graph Neural Network for Traffic Prediction He Li Shiyu Zhang Xuejiao Li Liangcai Su Hongjie Huang D. Jin Linghao Chen Jianbin Huang Jaesoo Yoo 22 27 0 19 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
Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling A. E. Gazzar R. Thomas G. Wingen 27 20 0 26 Sep 2021
Dynamic Spatiotemporal Graph Convolutional Neural Networks for Traffic Data Imputation with Complex Missing Patterns Yuebing Liang Zhan Zhao Lijun Sun GNN AI4TS 35 61 0 17 Sep 2021