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
FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting Ruiqi Li Maowei Jiang Kai-Ming Wang Kaiduo Feng Quangao Liu Yue Sun Xiufang Zhou AI4TS 75 1 0 22 May 2024
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing Chengqing Yu Fei Wang Zezhi Shao Tangwen Qian Zhao Zhang Wei Wei Yongjun Xu AI4CE 133 23 0 18 May 2024
Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting Zheng Dong Renhe Jiang Haotian Gao Hangchen Liu Jinliang Deng Qingsong Wen Xuan Song AI4TS 158 16 0 17 May 2024
A Multi-Channel Spatial-Temporal Transformer Model for Traffic Flow Forecasting Jianli Xiao Baichao Long 63 4 0 10 May 2024
TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework Jinhui Ouyang Yijie Zhu Xiang Yuan Di Wu 71 1 0 08 May 2024
Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning Jiewen Deng Renhe Jiang Jiaqi Zhang Xuan Song AI4TS 117 6 0 06 May 2024
Contrastive Dual-Interaction Graph Neural Network for Molecular Property Prediction Zexing Zhao Guangsi Shi Xiaopeng Wu Ruohua Ren Xiaojun Gao Fuyi Li 63 2 0 04 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 93 2 0 02 May 2024
Counterfactual Explanations for Deep Learning-Based Traffic Forecasting Rushan Wang Yanan Xin Yatao Zhang Fernando Pérez-Cruz Martin Raubal AI4TS 86 3 0 01 May 2024
Temporal Graph ODEs for Irregularly-Sampled Time Series Alessio Gravina Daniele Zambon Davide Bacciu Cesare Alippi AI4TS CML 109 5 0 30 Apr 2024
EvaNet: Elevation-Guided Flood Extent Mapping on Earth Imagery Mirza Tanzim Sami Da Yan Saugat Adhikari Lyuheng Yuan Jiao Han Zhe Jiang Jalal Khalil Yang Zhou 53 2 0 27 Apr 2024
ODMixer: Fine-grained Spatial-temporal MLP for Metro Origin-Destination Prediction Yang Liu Binglin Chen Yongsen Zheng Lechao Cheng Guanbin Li Liang Lin AI4TS 81 0 0 24 Apr 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 78 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 99 40 0 23 Apr 2024
ControlTraj: Controllable Trajectory Generation with Topology-Constrained Diffusion Model Yuanshao Zhu James Jianqiao Yu Xiangyu Zhao Qidong Liu Yongchao Ye Wei Chen Zijian Zhang Xuetao Wei Yuxuan Liang 123 27 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 69 1 0 22 Apr 2024
DST-GTN: Dynamic Spatio-Temporal Graph Transformer Network for Traffic Forecasting Songtao Huang Hongjin Song Tianqi Jiang A. Telikani Jun Shen Qingguo Zhou Binbin Yong Qiang Wu AI4TS 44 0 0 18 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 145 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 49 2 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 79 1 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 79 1 0 03 Apr 2024
Continual Learning for Smart City: A Survey Li Yang Zhipeng Luo Shi-sheng Zhang Fei Teng Tian-Jie Li HAI 98 9 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 91 11 0 28 Mar 2024
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting Xiaobing Yuan Ling Chen AI4TS 84 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 71 4 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 106 49 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 76 1 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 134 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 68 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 68 5 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 72 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 38 0 0 05 Mar 2024
TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts Hyunwoo Lee Sungahn Ko MoE AI4TS 112 17 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 73 3 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 125 1 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 105 28 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 121 45 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 142 58 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 92 3 0 24 Feb 2024
Deep Coupling Network For Multivariate Time Series Forecasting Kun Yi Qi Zhang Hui He Kaize Shi Liang Hu Ning An ZhenDong Niu AI4TS 70 6 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 77 10 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 124 20 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 114 3 0 18 Feb 2024
Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling Ivan Marisca Cesare Alippi F. Bianchi AI4TS 88 12 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 80 8 0 16 Feb 2024
Re-thinking Human Activity Recognition with Hierarchy-aware Label Relationship Modeling Jingwei Zuo Hakim Hacid HAI 54 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 74 7 0 06 Feb 2024
Minusformer: Improving Time Series Forecasting by Progressively Learning Residuals Daojun Liang Haixia Zhang Dongfeng Yuan Bingzheng Zhang Minggao Zhang AI4TS 66 6 0 04 Feb 2024
Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 125 6 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 116 5 0 31 Jan 2024