Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019

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

50 / 187 papers shown

Title
PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification Hongrui Kou Jingkai Li Ziyu Wang Zhouhang Lv Yuxin Zhang Cheng Wang ViT AI4TS 4 0 0 19 May 2025
Nearest Neighbor Multivariate Time Series Forecasting Huiliang Zhang Ping Nie Lijun Sun Benoit Boulet AI4TS 12 1 0 16 May 2025
Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline Xvyuan Liu Xiangfei Qiu Xingjian Wu Zhengyu Li Chenjuan Guo Jiaxi Hu Bin Yang AI4TS 22 0 0 16 May 2025
NetSight: Graph Attention Based Traffic Forecasting in Computer Networks Jinming Xing Guoheng Sun Hui Sun Linchao Pan Shakir Mahmood Xuanhao Luo Muhammad Shahzad 36 0 0 11 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 33 0 0 09 May 2025
STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting Yuanbo Wang Xiaofeng Hu Xiaojian Cui Kai Wang AI4TS 31 0 0 07 May 2025
MultiGran-STGCNFog: Towards Accurate and High-Throughput Inference for Multi-Granular Spatiotemporal Traffic Forecasting Zhaoyan Wang Xiangchi Song In-Young Ko AI4TS 37 0 0 02 May 2025
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting Xinlong Zhao L. Zhang Tianbo Zou Yan Zhang AI4TS 26 0 0 01 May 2025
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting Chengsen Wang Q. Qi Yufei Guo Haifeng Sun Zirui Zhuang J. Liao AI4TS 45 0 0 01 May 2025
Efficient Learning on Large Graphs using a Densifying Regularity Lemma Jonathan Kouchly Ben Finkelshtein M. Bronstein Ron Levie 39 0 0 25 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 85 0 0 02 Apr 2025
Conditional Temporal Neural Processes with Covariance Loss Boseon Yoo Jiwoo Lee Janghoon Ju Seijun Chung Soyeon Kim Jaesik Choi 70 15 0 01 Apr 2025
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction Weiyang Kong Kaiqi Wu Sen Zhang Yubao Liu AI4TS GNN 80 0 0 27 Feb 2025
SUSTeR: Sparse Unstructured Spatio Temporal Reconstruction on Traffic Prediction Yannick Wölker Christian Beth Matthias Renz Arne Biastoch AI4TS 44 1 0 24 Feb 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 44 0 0 24 Feb 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting Lingxiao Cao Bin Wang Guiyuan Jiang Yanwei Yu Junyu Dong AI4TS 80 1 0 17 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 65 0 0 17 Feb 2025
Spatiotemporal Graph Neural Networks in short term load forecasting: Does adding Graph Structure in Consumption Data Improve Predictions? Quoc Viet Nguyen Joaquín Delgado Fernández Sergio Potenciano Menci AI4TS 61 0 0 14 Feb 2025
Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning Chengkai Han Jingyuan Wang Y. Wang Xie Yu Hao Lin Chao Li Junjie Wu AI4TS 64 1 0 08 Feb 2025
Dynamic Trend Fusion Module for Traffic Flow Prediction Jing Chen Haocheng Ye Zhian Ying Yuntao Sun Wenqiang Xu AI4TS 42 7 0 18 Jan 2025
A Multi-Layer CNN-GRUSKIP model based on transformer for spatial TEMPORAL traffic flow prediction Karimeh Ibrahim Mohammad Ata Mohd Khair Hassan Ayad Ghany Ismaeel Syed Abdul Rahman Al-Haddad Thamer Alquthami Sameer Alani 38 7 0 09 Jan 2025
Progressive Supervision via Label Decomposition: An Long-Term and Large-Scale Wireless Traffic Forecasting Method Daojun Liang Haixia Zhang Dongfeng Yuan AI4TS 45 0 0 09 Jan 2025
STContext: A Multifaceted Dataset for Developing Context-aware Spatio-temporal Crowd Mobility Prediction Models Liyue Chen Jiangyi Fang Tengfei Liu Fangyuan Gao Leye Wang AI4TS 36 0 0 08 Jan 2025
Graph Construction with Flexible Nodes for Traffic Demand Prediction Jinyan Hou Shan Liu Ya Zhang Haotong Qin AI4TS 36 0 0 03 Jan 2025
Multimodal joint prediction of traffic spatial-temporal data with graph sparse attention mechanism and bidirectional temporal convolutional network Dongran Zhang Jiangnan Yan K. Polat A. Alhudhaif Jun Li AI4TS 38 11 0 31 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao Jiaheng Liu Ziáng Wang MoE 261 0 0 30 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 97 1 0 20 Nov 2024
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting Suhan Guo Jiahong Deng Yi Wei Hui Dou Furao Shen Jian Zhao AI4TS 212 0 0 31 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 220 0 0 28 Oct 2024
Incorporating Long-term Data in Training Short-term Traffic Prediction Model Xiannan Huang Shuhan Qiu Yan Cheng Quan Yuan Chao Yang AI4TS 38 0 0 16 Oct 2024
Fusion Matrix Prompt Enhanced Self-Attention Spatial-Temporal Interactive Traffic Forecasting Framework Mu Liu MingChen Sun YingJi Li Ying Wang AI4TS 39 0 0 12 Oct 2024
SDA-GRIN for Adaptive Spatial-Temporal Multivariate Time Series Imputation Amir Eskandari Aman Anand Drishti Sharma F. Zulkernine AI4TS 64 0 0 04 Oct 2024
AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting Tengfei Lyu Weijia Zhang Jinliang Deng Hao Liu AI4TS 27 0 0 25 Sep 2024
SAUC: Sparsity-Aware Uncertainty Calibration for Spatiotemporal Prediction with Graph Neural Networks Dingyi Zhuang Yuheng Bu Guang Wang Shenhao Wang Jinhua Zhao BDL 40 1 0 13 Sep 2024
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach Tong Nie Junlin He Yuewen Mei Guoyang Qin Guilong Li Jian Sun Wei Ma 45 3 0 30 Aug 2024
LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting Yisong Fu Fei Wang Zezhi Shao Chengqing Yu Yujie Li Zhao Chen Zhulin An Yongjun Xu AI4TS 37 0 0 19 Aug 2024
Spatio-Temporal Partial Sensing Forecast for Long-term Traffic Zibo Liu Zhe Jiang Zelin Xu Tingsong Xiao Zhengkun Xiao Haibo Wang Shigang Chen AI4TS 42 0 0 02 Aug 2024
Accounting for Work Zone Disruptions in Traffic Flow Forecasting Yuanjie Lu Amarda Shehu David Lattanzi GNN 32 0 0 16 Jul 2024
SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State Spaces Jinhyeok Choi Heehyeon Kim Minhyeong An Joyce Jiyoung Whang Mamba 24 1 0 17 Jun 2024
PANDORA: Deep graph learning based COVID-19 infection risk level forecasting Shuo Yu Feng Xia Yueru Wang Shihao Li F. Febrinanto Madhu Chetty 25 2 0 07 Jun 2024
MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data Jianping Zhou Bin Lu Zhanyu Liu Siyu Pan Xuejun Feng Hua Wei Guanjie Zheng Xinbing Wang Chenghu Zhou 28 2 0 05 Jun 2024
Learning Latent Graph Structures and their Uncertainty A. Manenti Daniele Zambon Cesare Alippi BDL 38 1 0 30 May 2024
Continuous Product Graph Neural Networks Aref Einizade Fragkiskos D. Malliaros Jhony H. Giraldo 42 1 0 29 May 2024
Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey Chen Shao Elias Giacoumidis Syed Moktacim Billah Shi Li Jialei Li Prashasti Sahu Andre Richter Tobias Kaefer Michael Faerber AI4TS 40 0 0 02 May 2024
Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction Hao Miao Senzhang Wang Meiyue Zhang Diansheng Guo Funing Sun Fan Yang 47 2 0 23 Apr 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Hao Miao Yan Zhao Chenjuan Guo Bin Yang Kai Zheng Feiteng Huang Jiandong Xie Christian S. Jensen AI4TS CLL 44 31 0 23 Apr 2024
ICST-DNET: An Interpretable Causal Spatio-Temporal Diffusion Network for Traffic Speed Prediction Yi Rong Yingchi Mao Yinqiu Liu Ling Chen Xiaoming He Dusit Niyato DiffM 26 1 0 22 Apr 2024
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 43 1 0 18 Apr 2024
Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction Jhon A. Castro-Correa Jhony H. Giraldo Mohsen Badiey Fragkiskos D. Malliaros 46 7 0 28 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 32 1 0 19 Mar 2024