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
Spatial-Temporal Hypergraph Neural Network for Traffic Forecasting Chengzhi Yao Zhi Li Junbo Wang 35 0 0 24 Oct 2023
Enhancing Traffic Prediction with Learnable Filter Module Yuanshao Zhu Yongchao Ye Xiangyu Zhao James Jianqiao Yu 94 0 0 24 Oct 2023
Graph Deep Learning for Time Series Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS AI4CE 136 16 0 24 Oct 2023
Multimodal Graph Learning for Modeling Emerging Pandemics with Big Data Khanh-Tung Tran Truong-Son Hy Lili Jiang Xuan-Son Vu AI4CE 68 2 0 23 Oct 2023
Multi-Factor Spatio-Temporal Prediction based on Graph Decomposition Learning Jiahao Ji Jingyuan Wang Yu Mou Cheng Long AI4TS 86 1 0 16 Oct 2023
Transport-Hub-Aware Spatial-Temporal Adaptive Graph Transformer for Traffic Flow Prediction Xiao Xu Lei Zhang Bailong Liu Zhi Liang Xuefei Zhang AI4TS 84 1 0 12 Oct 2023
Multi-Scale Spatial-Temporal Recurrent Networks for Traffic Flow Prediction Haiyang Liu Chunjiang Zhu Detian Zhang Qing Li AI4TS GNN 112 0 0 12 Oct 2023
Are GATs Out of Balance? Nimrah Mustafa Aleksandar Bojchevski R. Burkholz 130 5 0 11 Oct 2023
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis Zezhi Shao Fei Wang Yongjun Xu Wei Wei Chengqing Yu ... Guangyin Jin Xin Cao Gao Cong Christian S. Jensen Xueqi Cheng AI4TS 85 77 0 09 Oct 2023
Perfect Alignment May be Poisonous to Graph Contrastive Learning Jingyu Liu Huayi Tang Yong Liu 82 3 0 06 Oct 2023
CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery Yuxiao Cheng Ziqian Wang Tingxiong Xiao Qin Zhong J. Suo Kunlun He AI4TS CML 95 17 0 03 Oct 2023
Learning Decentralized Flocking Controllers with Spatio-Temporal Graph Neural Network Siji Chen Yanshen Sun Peihan Li Lifeng Zhou Chang-Tien Lu 85 2 0 29 Sep 2023
Asynchronous Graph Generator Christopher P. Ley Felipe Tobar AI4TS 185 0 0 29 Sep 2023
MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Zekun Cai Renhe Jiang Xinyu Yang Zhaonan Wang Diansheng Guo Hiroki Kobayashi Xuan Song Ryosuke Shibasaki AI4TS 106 14 0 25 Sep 2023
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment Yutong Xia Yuxuan Liang Haomin Wen Xu Liu Kun Wang Zhengyang Zhou Roger Zimmermann AI4TS 123 50 0 23 Sep 2023
Dynamic Hypergraph Structure Learning for Traffic Flow Forecasting Yusheng Zhao Xiao Luo Wei Ju C. L. Philip Chen Xiansheng Hua Ming Zhang AI4TS 112 28 0 21 Sep 2023
Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting Qian Ma Zijian Zhang Xiangyu Zhao Haoliang Li Hongwei Zhao Yiqi Wang Zitao Liu Wanyu Wang 74 15 0 20 Sep 2023
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation S. K. Mukkavilli Daniel Salles Civitarese J. Schmude Johannes Jakubik Anne Jones ... R. Ganti Hendrik Hamann U. Nair Rahul Ramachandran Kommy Weldemariam AI4Cl AI4CE 99 18 0 19 Sep 2023
PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction Zijian Zhang Xiangyu Zhao Qidong Liu Chunxu Zhang Qian Ma Wanyu Wang Hongwei Zhao Yiqi Wang Zitao Liu AI4TS 148 21 0 18 Sep 2023
Test-Time Compensated Representation Learning for Extreme Traffic Forecasting Zhiwei Zhang Weizhong Zhang Yaowei Huang Kani Chen AI4TS 30 1 0 16 Sep 2023
Empowering Precision Medicine: AI-Driven Schizophrenia Diagnosis via EEG Signals: A Comprehensive Review from 2002-2023 M. Jafari Delaram Sadeghi A. Shoeibi Hamid Alinejad-Rokny Amin Beheshti David López-García Zhaolin Chen U. Acharya Juan M Gorriz 135 25 0 14 Sep 2023
Attention-based Dynamic Graph Convolutional Recurrent Neural Network for Traffic Flow Prediction in Highway Transportation Tianpu Zhang Weilong Ding Mengda Xing GNN AI4TS 61 0 0 13 Sep 2023
Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Weijia Zhang Le Zhang Jindong Han Hao Liu Jingbo Zhou Yu Mei Hui Xiong GNN AI4TS 91 12 0 31 Aug 2023
MSGNN: Multi-scale Spatio-temporal Graph Neural Network for Epidemic Forecasting Mingjie Qiu Zhiyi Tan Bingkun Bao 84 8 0 30 Aug 2023
A Comparative Study of Loss Functions: Traffic Predictions in Regular and Congestion Scenarios Yangxinyu Xie Tanwi Mallick 57 0 0 29 Aug 2023
Meta Attentive Graph Convolutional Recurrent Network for Traffic Forecasting Adnan Zeb Yongchao Ye Shiyao Zhang James Jianqiao Yu AI4TS 100 0 0 28 Aug 2023
Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark] Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang 96 2 0 24 Aug 2023
A Simple Framework for Multi-mode Spatial-Temporal Data Modeling Zihang Liu Le Yu T. Zhu Lei Sun AI4TS 69 0 0 22 Aug 2023
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Hangcheng Liu Zheng Dong Renhe Jiang Jiewen Deng Jinliang Deng Quanjun Chen Xuan Song AI4TS 139 12 0 21 Aug 2023
Enhancing Spatiotemporal Traffic Prediction through Urban Human Activity Analysis Sumin Han Y. Park Minji Lee Jisun An Dongman Lee GNN HAI 27 7 0 20 Aug 2023
Minimalist Traffic Prediction: Linear Layer Is All You Need Wenying Duan Hong Rao Wei Huang Xiaoxi He AI4TS 50 3 0 20 Aug 2023
Time Series Predictions in Unmonitored Sites: A Survey of Machine Learning Techniques in Water Resources J. Willard C. Varadharajan X. Jia Vipin Kumar AI4TS 83 4 0 18 Aug 2023
Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 87 34 0 17 Aug 2023
Knowledge-inspired Subdomain Adaptation for Cross-Domain Knowledge Transfer Liyue Chen Linian Wang Jinyu Xu Shuai Chen Weiqiang Wang Wenbiao Zhao Qiyu Li Leye Wang 59 7 0 17 Aug 2023
ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting Zepu Wang Yuqi Nie Peng Sun Nam H. Nguyen John M. Mulvey H. Vincent Poor AI4TS 98 26 0 14 Aug 2023
Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Chunwei Yang Xiaoxu Chen Lijun Sun Hongyu Yang Yuankai Wu AI4TS 108 4 0 02 Aug 2023
Feature Transportation Improves Graph Neural Networks Moshe Eliasof E. Haber Eran Treister GNN 109 12 0 29 Jul 2023
Opportunistic Air Quality Monitoring and Forecasting with Expandable Graph Neural Networks Jingwei Zuo Wenzhong Li Michele Baldo Hakim Hacid AI4TS 60 0 0 29 Jul 2023
HUTFormer: Hierarchical U-Net Transformer for Long-Term Traffic Forecasting Zezhi Shao Fei Wang Zhao Zhang Yuchen Fang G. Jin Yongjun Xu ViT AI4TS 51 5 0 27 Jul 2023
Learning Snippet-to-Motion Progression for Skeleton-based Human Motion Prediction Xinshun Wang Qiongjie Cui Chong Chen Shen Zhao Mengyuan Liu 3DH 72 4 0 26 Jul 2023
Application of BERT in Wind Power Forecasting-Teletraan's Solution in Baidu KDD Cup 2022 Longxing Tan HONG-YI Yue 42 5 0 18 Jul 2023
Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Khoa T. Phan Shirui Pan Yi-Ping Phoebe Chen Wei Xiang AI4TS 110 32 0 17 Jul 2023
RegExplainer: Generating Explanations for Graph Neural Networks in Regression Task Jiaxing Zhang Zhuomin Chen Hao Mei Dongsheng Luo Hua Wei 131 8 0 15 Jul 2023
MixupExplainer: Generalizing Explanations for Graph Neural Networks with Data Augmentation Jiaxing Zhang Dongsheng Luo Huazhou Wei 73 22 0 15 Jul 2023
Adaptive Graph Convolution Networks for Traffic Flow Forecasting Zhengdao Li W. Li K. Hwang AI4TS AI4CE 49 2 0 07 Jul 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 142 177 0 07 Jul 2023
Contextualizing MLP-Mixers Spatiotemporally for Urban Data Forecast at Scale Tong Nie Guoyang Qin Lijun Sun Wei Ma Yuewen Mei Jiangming Sun AI4TS 94 5 0 04 Jul 2023
Spatial-temporal Graph Based Multi-channel Speaker Verification With Ad-hoc Microphone Arrays Yijiang Chen Chen Liang Xiao-Lei Zhang 59 1 0 03 Jul 2023
ESGCN: Edge Squeeze Attention Graph Convolutional Network for Traffic Flow Forecasting Sangrok Lee Ha Young Kim AI4TS 57 0 0 03 Jul 2023
DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting Binqing Wu Ling-Hao Chen GNN AI4TS 109 3 0 02 Jul 2023