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
AttentionMixer: An Accurate and Interpretable Framework for Process Monitoring Hao Wang Zhiyu Wang Yunlong Niu Zhaoran Liu Haozhe Li Yilin Liao Yuxin Huang Xinggao Liu 73 0 0 21 Feb 2023
Dynamic Graph Neural Network with Adaptive Edge Attributes for Air Quality Predictions Jing Xu Shuo Wang N. Ying Xiao Xiao Jiang Zhang Yun Cheng Zhiling Jin Gangfeng Zhang 38 0 0 20 Feb 2023
PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation Mingzhe Liu Han Huang Hao Feng Leilei Sun Bowen Du Yanjie Fu DiffM 91 56 0 20 Feb 2023
Fast Temporal Wavelet Graph Neural Networks D. Nguyen Manh Tuan Nguyen Truong-Son Hy Risi Kondor AI4TS 78 7 0 17 Feb 2023
Temporal Graph Neural Networks for Irregular Data Joel Oskarsson Per Sidén Fredrik Lindsten AI4TS 62 11 0 16 Feb 2023
Taming Local Effects in Graph-based Spatiotemporal Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS 90 36 0 08 Feb 2023
MTP-GO: Graph-Based Probabilistic Multi-Agent Trajectory Prediction with Neural ODEs Theodor Westny Joel Oskarsson Björn Olofsson Erik Frisk 148 38 0 01 Feb 2023
DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models Haomin Wen Youfang Lin Yutong Xia Huaiyu Wan Qingsong Wen Roger Zimmermann Yuxuan Liang DiffM 135 95 0 31 Jan 2023
Do We Really Need Graph Neural Networks for Traffic Forecasting? Xu Liu Yuxuan Liang Chao Huang Hengchang Hu Yushi Cao Bryan Hooi Roger Zimmermann AI4TS 117 22 0 30 Jan 2023
Graph-Free Learning in Graph-Structured Data: A More Efficient and Accurate Spatiotemporal Learning Perspective Xu Wang Pengfei Gu Pengkun Wang Binwu Wang Zhengyang Zhou Lei Bai Yang Wang GNN 41 3 0 27 Jan 2023
Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective Hui He Qi Zhang Shoujin Wang Kun Yi ZhenDong Niu Longbin Cao AI4TS 95 12 0 27 Jan 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 140 286 0 19 Jan 2023
Causal conditional hidden Markov model for multimodal traffic prediction Yu Zhao Pan Deng Junting Liu Xiaofeng Jia Mulan X. Wang 75 14 0 19 Jan 2023
Spatio-temporal neural structural causal models for bike flow prediction Pan Deng Yu Zhao Junting Liu Xiaofeng Jia Mulan X. Wang AI4TS 71 20 0 19 Jan 2023
Learnable Path in Neural Controlled Differential Equations Sheo Yon Jhin Minju Jo Seung-Uk Kook Noseong Park Sungpil Woo Sunhwan Lim 67 6 0 11 Jan 2023
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement Yuante Li Xin-xin Lu Yaqing Wang De-Yu Dou DiffM AI4TS 99 105 0 08 Jan 2023
Graph state-space models Daniele Zambon Andrea Cini L. Livi Cesare Alippi 64 6 0 04 Jan 2023
Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting Yunyao Cheng Chenjuan Guo Kai Chen Kai Zhao B. Yang Jiandong Xie Christian S. Jensen Feiteng Huang Kai Zheng AI4TS 100 1 0 20 Dec 2022
Graph Convolutional Networks for Traffic Forecasting with Missing Values Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 81 43 0 13 Dec 2022
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Toyotaro Suzumura Shintaro Fukushima GNN BDL AI4TS 118 4 0 12 Dec 2022
GT-CausIn: a novel causal-based insight for traffic prediction Ting Gao Rodrigo Marques Lei Yu CML AI4TS 49 3 0 12 Dec 2022
Spatial-temporal traffic modeling with a fusion graph reconstructed by tensor decomposition Qin Li Xu Yang Yong Wang Yuankai Wu Deqiang He 91 10 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 74 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 114 2 0 08 Dec 2022
A Mobility-Aware Deep Learning Model for Long-Term COVID-19 Pandemic Prediction and Policy Impact Analysis Danfeng Guo Zijie Huang Junheng Hao Yizhou Sun Wei Wang D. Terzopoulos 60 0 0 05 Dec 2022
Graph Convolutional Neural Networks with Diverse Negative Samples via Decomposed Determinant Point Processes Wei Duan Junyu Xuan Maoying Qiao Jie Lu 98 11 0 05 Dec 2022
Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting Xinle Wu Dalin Zhang Miao Zhang Chenjuan Guo B. Yang Christian S. Jensen AI4TS 72 28 0 29 Nov 2022
AirFormer: Predicting Nationwide Air Quality in China with Transformers Yuxuan Liang Yutong Xia Songyu Ke Yiwei Wang Qingsong Wen Junbo Zhang Yu Zheng Roger Zimmermann AI4TS AI4CE 73 120 0 29 Nov 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 89 9 0 28 Nov 2022
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Shintaro Fukushima Toyotaro Suzumura AI4TS 92 202 0 27 Nov 2022
Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks Andreas Roth Thomas Liebig AI4TS AI4CE 68 10 0 21 Nov 2022
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models Siyi Tang Jared A. Dunnmon Liangqiong Qu Khaled Kamal Saab T. Baykaner Christopher Lee-Messer D. Rubin 105 25 0 21 Nov 2022
Towards Generalizable Graph Contrastive Learning: An Information Theory Perspective Yige Yuan Bingbing Xu Huawei Shen Qi Cao Keting Cen Wen Zheng Xueqi Cheng 77 13 0 20 Nov 2022
Unifying Label-inputted Graph Neural Networks with Deep Equilibrium Models Yi Luo Guiduo Duan Guangchun Luo Aiguo Chen 103 2 0 19 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 56 3 0 18 Nov 2022
Benchmarking Graph Neural Networks for FMRI analysis A. E. Gazzar R. Thomas G. Wingen 79 7 0 16 Nov 2022
Cross-Mode Knowledge Adaptation for Bike Sharing Demand Prediction using Domain-Adversarial Graph Neural Networks Yuebing Liang Guan Huang Zhan Zhao OOD 78 15 0 16 Nov 2022
GC-GRU-N for Traffic Prediction using Loop Detector Data Maged Shoman Armstrong Aboah Abdulateef Daud Y. Adu-Gyamfi AI4TS 34 1 0 13 Nov 2022
Spatial-Temporal Synchronous Graph Transformer network (STSGT) for COVID-19 forecasting Smart Health Ming Dong Ying Li AI4TS 55 14 0 31 Oct 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 97 42 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 84 1 0 27 Oct 2022
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Youngin Cho Daejin Kim Dongmin Kim Mohammad Azam Khan Jaegul Choo AI4TS 78 3 0 25 Oct 2022
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data Cristian Challu Peihong Jiang Y. Wu Laurent Callot AI4TS 57 1 0 22 Oct 2022
Correlating sparse sensing for large-scale traffic speed estimation: A Laplacian-enhanced low-rank tensor kriging approach Tong Nie Guoyang Qin Yunpeng Wang Jian Sun 105 27 0 21 Oct 2022
Graph Neural Networks with Trainable Adjacency Matrices for Fault Diagnosis on Multivariate Sensor Data Alexander Kovalenko Vitaliy Pozdnyakov Ilya Makarov AI4CE 55 9 0 20 Oct 2022
ST-former for short-term passenger flow prediction during COVID-19 in urban rail transit system Shuxin Zhang Jinlei Zhang Lixing Yang Chengcheng Wang Ziyou Gao AI4TS 57 0 0 14 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 133 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 36 4 0 06 Oct 2022
GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks Jinsung Jeon Jeonghak Kim Haryong Song Seunghyeon Cho Noseong Park AI4TS 181 46 0 05 Oct 2022
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models Fan Liu Haowen Liu Wenzhao Jiang OOD 139 35 0 05 Oct 2022