Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019

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

50 / 620 papers shown

Title
SGRU: A High-Performance Structured Gated Recurrent Unit for Traffic Flow Prediction Wenfeng Zhang Xin Li Anqi Li Xiaoting Huang Ti Wang Honglei Gao AI4TS 164 1 0 18 Apr 2024
ST-LoRA: Low-rank Adaptation for Spatio-Temporal Forecasting Weilin Ruan Wei Chen Xilin Dang Jianxiang Zhou Weichuang Li Xu Liu Yuxuan Liang AI4TS 99 3 0 11 Apr 2024
STMGF: An Effective Spatial-Temporal Multi-Granularity Framework for Traffic Forecasting Zhengyang Zhao Haitao Yuan Nan Jiang Minxiao Chen Ning Liu Zengxiang Li 83 2 0 08 Apr 2024
Towards Responsible and Reliable Traffic Flow Prediction with Large Language Models Xusen Guo Qiming Zhang Junyue Jiang Mingxing Peng Hao Hao Yang Meixin Zhu AI4TS 107 27 0 03 Apr 2024
Continual Learning for Smart City: A Survey Li Yang Zhipeng Luo Shi-sheng Zhang Fei Teng Tian-Jie Li HAI 136 13 0 01 Apr 2024
Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction Jhon A. Castro-Correa Jhony H. Giraldo Mohsen Badiey Fragkiskos D. Malliaros 133 20 0 28 Mar 2024
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting Xiaobing Yuan Ling Chen AI4TS 104 2 0 26 Mar 2024
CCDSReFormer: Traffic Flow Prediction with a Criss-Crossed Dual-Stream Enhanced Rectified Transformer Model Zhiqi Shao Michael G. H. Bell Ze Wang Glenn Geers Xusheng Yao Junbin Gao 89 6 0 26 Mar 2024
LSTTN: A Long-Short Term Transformer-based Spatio-temporal Neural Network for Traffic Flow Forecasting Qinyao Luo Silu He Xing Han Yuhan Wang Haifeng Li AI4TS 126 58 0 25 Mar 2024
Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and Baseline Shuhao Li Yue Cui Jingyi Xu Libin Li Lingkai Meng Weidong Yang Fan Zhang Xiaofang Zhou AI4TS 90 2 0 22 Mar 2024
FairSTG: Countering performance heterogeneity via collaborative sample-level optimization Gengyu Lin Zhen-Qiang Zhou Qihe Huang Kuo Yang Shifen Cheng Yang Wang AI4TS 160 2 0 19 Mar 2024
A Unified Model for Spatio-Temporal Prediction Queries with Arbitrary Modifiable Areal Units Liyue Chen Jiangyi Fang Tengfei Liu Shaosheng Cao Leye Wang 85 2 0 10 Mar 2024
BjTT: A Large-scale Multimodal Dataset for Traffic Prediction Chengyang Zhang Yong Zhang Qitan Shao Jiangtao Feng Bo Li Yisheng Lv Xinglin Piao Baocai Yin AI4TS 108 6 0 08 Mar 2024
InjectTST: A Transformer Method of Injecting Global Information into Independent Channels for Long Time Series Forecasting Ce Chi Xing Wang Kexin Yang Zhiyan Song Di Jin Lin Zhu Chao Deng Junlan Feng AI4TS 87 1 0 05 Mar 2024
Tel2Veh: Fusion of Telecom Data and Vehicle Flow to Predict Camera-Free Traffic via a Spatio-Temporal Framework ChungYi Lin Shen-Lung Tung Hung-Ting Su Winston H. Hsu 41 0 0 05 Mar 2024
TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts Hyunwoo Lee Sungahn Ko MoE AI4TS 122 23 0 05 Mar 2024
ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution Zhen-Qiang Zhou Qihe Huang Binwu Wang Jianpeng Hou Kuo Yang Yuxuan Liang Yang Wang AI4TS 87 4 0 04 Mar 2024
Spatio-Temporal Field Neural Networks for Air Quality Inference Yutong Feng Qiongyan Wang Yutong Xia Junlin Huang Siru Zhong Yuxuan Liang 173 6 0 02 Mar 2024
COOL: A Conjoint Perspective on Spatio-Temporal Graph Neural Network for Traffic Forecasting Wei Ju Yusheng Zhao Yifang Qin Siyu Yi Jingyang Yuan Zhiping Xiao Xiao Luo Xiting Yan Ming Zhang 131 31 0 02 Mar 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 155 59 0 29 Feb 2024
UrbanGPT: Spatio-Temporal Large Language Models Zhonghang Li Lianghao Xia Jiabin Tang Yong-mei Xu Lei Shi Long Xia D. Yin Chao Huang AI4TS 183 83 0 25 Feb 2024
Overcoming Pitfalls in Graph Contrastive Learning Evaluation: Toward Comprehensive Benchmarks Qian Ma Hongliang Chi Hengrui Zhang Kay Liu Zhiwei Zhang Lu Cheng Suhang Wang Philip S. Yu Yao Ma 108 3 0 24 Feb 2024
Deep Coupling Network For Multivariate Time Series Forecasting Kun Yi Tao Gui Hui He Kaize Shi Liang Hu Ning An ZhenDong Niu AI4TS 90 8 0 23 Feb 2024
CaT-GNN: Enhancing Credit Card Fraud Detection via Causal Temporal Graph Neural Networks Yifan Duan Guibin Zhang Shilong Wang Xiaojiang Peng Ziqi Wang Junyuan Mao Hao Wu Xinke Jiang Kun Wang 97 13 0 22 Feb 2024
Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation Yuan Yuan Chenyang Shao Jingtao Ding Depeng Jin Yong Li AI4TS AI4CE 152 23 0 19 Feb 2024
A Temporally Disentangled Contrastive Diffusion Model for Spatiotemporal Imputation Yakun Chen Kaize Shi Zhangkai Wu Juan Chen Xianzhi Wang Julian McAuley Guandong Xu Shui Yu DiffM 129 5 0 18 Feb 2024
Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling Ivan Marisca Cesare Alippi F. Bianchi AI4TS 120 15 0 16 Feb 2024
RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data Chin-Chia Michael Yeh Yujie Fan Xin Dai Uday Singh Saini Vivian Lai ... Huiyuan Chen Yan Zheng Zhongfang Zhuang Liang Wang Wei Zhang AI4TS 95 10 0 16 Feb 2024
Re-thinking Human Activity Recognition with Hierarchy-aware Label Relationship Modeling Jingwei Zuo Hakim Hacid HAI 59 0 0 11 Feb 2024
Digital Twin Mobility Profiling: A Spatio-Temporal Graph Learning Approach Xin Chen Mingliang Hou Tao Tang Achhardeep Kaur Xiwei Xu 94 8 0 06 Feb 2024
Minusformer: Improving Time Series Forecasting by Progressively Learning Residuals Daojun Liang Haixia Zhang Dongfeng Yuan Bingzheng Zhang Minggao Zhang AI4TS 100 7 0 04 Feb 2024
Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 161 7 0 01 Feb 2024
A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction Wenshuo Chao Zhaopeng Qiu Likang Wu Zhuoning Guo Zhi Zheng Hengshu Zhu Hao Liu 144 6 0 31 Jan 2024
Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning Haozhi Gao Qianqian Ren Jinbao Li AI4TS 107 3 0 31 Jan 2024
Online Algorithm for Node Feature Forecasting in Temporal Graphs Aniq Ur Rahman J. Coon 98 1 0 30 Jan 2024
Continuously Evolving Graph Neural Controlled Differential Equations for Traffic Forecasting Jiajia Wu Ling Chen AI4TS 104 3 0 26 Jan 2024
How Can Large Language Models Understand Spatial-Temporal Data? Lei Liu Shuo Yu Runze Wang Zhenxun Ma Yanming Shen AI4TS 102 34 0 25 Jan 2024
Full Bayesian Significance Testing for Neural Networks Zehua Liu Zimeng Li Jingyuan Wang Yue He BDL 110 6 0 24 Jan 2024
Probabilistic Demand Forecasting with Graph Neural Networks Nikita Kozodoi E. Zinovyeva Simon Valentin João Pereira Rodrigo Agundez AI4TS 80 0 0 23 Jan 2024
Non-Neighbors Also Matter to Kriging: A New Contrastive-Prototypical Learning Zhishuai Li Yunhao Nie Ziyue Li Mengwei He Yisheng Lv Rui Zhao 108 5 0 23 Jan 2024
Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting Jinliang Deng Feiyang Ye Du Yin Xuan Song Ivor W. Tsang Hui Xiong AI4TS 116 12 0 22 Jan 2024
Spatial-temporal Forecasting for Regions without Observations Xinyu Su Jianzhong Qi E. Tanin Yanchuan Chang Majid Sarvi AI4TS 116 5 0 19 Jan 2024
Spatial-Temporal Large Language Model for Traffic Prediction Chenxi Liu Sun Yang Qianxiong Xu Zhishuai Li Cheng Long Ziyue Li Rui Zhao AI4TS 211 107 0 18 Jan 2024
MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting Zongjiang Shang Ling Chen AI4TS 96 6 0 17 Jan 2024
A novel hybrid time-varying graph neural network for traffic flow forecasting Ben Ao Dai Bao-Lin Ye Lingxi Li AI4TS 156 6 0 17 Jan 2024
MA2GCN: Multi Adjacency relationship Attention Graph Convolutional Networks for Traffic Prediction using Trajectory data Zhengke Sun Yuliang Ma 38 0 0 16 Jan 2024
Tensor Graph Convolutional Network for Dynamic Graph Representation Learning Ling Wang Ye Yuan GNN AI4CE 55 8 0 13 Jan 2024
Wavelet-Inspired Multiscale Graph Convolutional Recurrent Network for Traffic Forecasting Qipeng Qian Tanwi Mallick AI4TS 93 3 0 11 Jan 2024
Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction Haiyang Liu Chunjiang Zhu Detian Zhang AI4TS 123 0 0 07 Jan 2024
TelTrans: Applying Multi-Type Telecom Data to Transportation Evaluation and Prediction via Multifaceted Graph Modeling ChungYi Lin Shen-Lung Tung Hung-Ting Su Winston H. Hsu 50 3 0 06 Jan 2024