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
Over-squashing in Spatiotemporal Graph Neural Networks Ivan Marisca Jacob Bamberger Cesare Alippi Michael M. Bronstein 57 0 0 18 Jun 2025
CoIFNet: A Unified Framework for Multivariate Time Series Forecasting with Missing Values Kai Tang Ji Zhang Hua Meng Minbo Ma Qi Xiong Jie Xu Tianrui Li Tianrui Li AI4TS 42 0 0 16 Jun 2025
A Gravity-informed Spatiotemporal Transformer for Human Activity Intensity Prediction Yi-Fei Wang Zhenghong Wang Fan Zhang Chengling Tang Chaogui Kang ... Sijie Ruan W. Zhang Yu Zheng Philip S. Yu Yu Liu AI4CE 53 0 0 16 Jun 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 49 0 0 16 Jun 2025
Merlin: Multi-View Representation Learning for Robust Multivariate Time Series Forecasting with Unfixed Missing Rates Chengqing Yu Fei Wang Chuanguang Yang Zezhi Shao Tao Sun Tangwen Qian Wei Wei Zhulin An Yongjun Xu AI4TS 39 0 0 14 Jun 2025
STAMImputer: Spatio-Temporal Attention MoE for Traffic Data Imputation Yiming Wang Hao Peng Senzhang Wang Haohua Du Chunyang Liu Jia Wu Guanlin Wu AI4TS 33 0 0 09 Jun 2025
Filling the Missings: Spatiotemporal Data Imputation by Conditional Diffusion Wenying He Jieling Huang Junhua Gu Ji Zhang Yude Bai DiffM 33 0 0 08 Jun 2025
Regularized Adaptive Graph Learning for Large-Scale Traffic Forecasting Kaiqi Wu Weiyang Kong Sen Zhang Yubao Liu Zitong Chen AI4TS AI4CE 28 0 0 08 Jun 2025
A Time-Enhanced Data Disentanglement Network for Traffic Flow Forecasting Tianfan Jiang Mei Wu Wenchao Weng Dewen Seng Yiqian Lin OOD AI4TS 60 0 0 03 Jun 2025
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review Yuchen Fang Hao Miao Yuxuan Liang Liwei Deng Yue Cui ... Yan Zhao T. Pedersen Christian S. Jensen Xiaofang Zhou Kai Zheng AI4TS AI4CE 87 0 0 02 Jun 2025
Dynamic Modes as Time Representation for Spatiotemporal Forecasting Menglin Kong Vincent Zhihao Zheng Xudong Wang Lijun Sun AI4TS 47 0 0 01 Jun 2025
Is Your Explanation Reliable: Confidence-Aware Explanation on Graph Neural Networks Jiaxing Zhang Xiaoou Liu Dongsheng Luo Hua Wei FAtt 36 0 0 31 May 2025
Spatiotemporal Causal Decoupling Model for Air Quality Forecasting Jiaming Ma Guanjun Wang Sheng Huang Kuo Yang Binwu Wang Pengkun Wang Yang Wang 51 0 0 26 May 2025
SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation Jiayue Liu Zhongchao Yi Zhengyang Zhou Qihe Huang Kuo Yang Xu Wang Yang Wang 73 0 0 21 May 2025
Leveraging Multivariate Long-Term History Representation for Time Series Forecasting Huiliang Zhang Di Wu Arnaud Zinflou Stephane Dellacherie Mouhamadou Makhtar Dione Benoit Boulet AI4TS 88 0 0 20 May 2025
CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness Yingwei Zhang Ke Bu Zhuoran Zhuang Tao Xie Yao Yu Dong Li Yang Guo Detao Lv AI4TS 69 0 0 20 May 2025
PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification Hongrui Kou Haibin Zhang Ziyu Wang Zhouhang Lv Yuxin Zhang Cheng Wang ViT AI4TS 69 0 0 19 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 61 0 0 16 May 2025
Nearest Neighbor Multivariate Time Series Forecasting Huiliang Zhang Ping Nie Lijun Sun Benoit Boulet AI4TS 118 1 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 68 0 0 11 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng Lulu Zhang Zimu Zhou Yongxin Tong AI4TS 169 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 106 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 117 0 0 02 May 2025
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting Chengsen Wang Q. Qi Jiangming Wang Haifeng Sun Zirui Zhuang J. Liao AI4TS 93 0 0 01 May 2025
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting Xinlong Zhao Lingling Zhang Tianbo Zou Yan Zhang AI4TS 165 0 0 01 May 2025
Efficient Learning on Large Graphs using a Densifying Regularity Lemma Jonathan Kouchly Ben Finkelshtein M. Bronstein Ron Levie 94 0 0 25 Apr 2025
Rethinking Traffic Flow Forecasting: From Transition to Generatation Li Shijiao Ma Zhipeng He Huajun Chen Haiyue AI4TS 70 0 0 19 Apr 2025
STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring Kai Hu Zhidan Zhao Zhifeng Hao GNN 85 0 0 10 Apr 2025
Robust and Noise-resilient Long-Term Prediction of Spatiotemporal Data Using Variational Mode Graph Neural Networks with 3D Attention Osama Ahmad Zubair Khalid 3DPC 70 0 0 09 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 236 0 0 02 Apr 2025
FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs Chenyang Yu Xinpeng Xie Yan Huang Chenxi Qiu AI4TS 118 0 0 02 Apr 2025
Alleviating Performance Disparity in Adversarial Spatiotemporal Graph Learning Under Zero-Inflated Distribution Songran Bai Yuheng Ji Yue Liu Xingwei Zhang Xiaolong Zheng D. Zeng 109 1 0 01 Apr 2025
Conditional Temporal Neural Processes with Covariance Loss Boseon Yoo Jiwoo Lee Janghoon Ju Seijun Chung Soyeon Kim Jaesik Choi 171 15 0 01 Apr 2025
DATA-WA: Demand-based Adaptive Task Assignment with Dynamic Worker Availability Windows Jinwen Chen Jiannan Guo Dazhuo Qiu Yawen Li Guanhua Ye Yan Zhao Kai Zheng 73 0 0 27 Mar 2025
PowerGNN: A Topology-Aware Graph Neural Network for Electricity Grids Dhruv Suri Mohak Mangal AI4TS 85 0 0 26 Mar 2025
Instructing the Architecture Search for Spatial-temporal Sequence Forecasting with LLM Xin Xue Haoyi Zhou Tianyu Chen Shuai Zhang Yizhou Long Jianxin Li AI4TS 94 0 0 23 Mar 2025
Embedding spatial context in urban traffic forecasting with contrastive pre-training Matthew Low Arian Prabowo Hao Xue Flora D. Salim AI4TS 137 0 0 19 Mar 2025
MSCMHMST: A traffic flow prediction model based on Transformer Weiyang Geng Yiming Pan Zhecong Xing Dongyu Liu Rui Liu Yuan Zhu 61 0 0 16 Mar 2025
Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers Jiarui Sun Chin-Chia Michael Yeh Yujie Fan Xin Dai Xiran Fan ... Junpeng Wang Huiyuan Chen Zhongfang Zhuang Yan Zheng Girish Chowdhary AI4TS 86 0 0 13 Mar 2025
STGDPM:Vessel Trajectory Prediction with Spatio-Temporal Graph Diffusion Probabilistic Model Jin Wenzhe Tang Haina Zhang Xudong DiffM 80 0 0 11 Mar 2025
Graph-Augmented LSTM for Forecasting Sparse Anomalies in Graph-Structured Time Series Sneh Pillai AI4TS 87 0 0 05 Mar 2025
HOP: Heterogeneous Topology-based Multimodal Entanglement for Co-Speech Gesture Generation Hongye Cheng Tianyu Wang Guangsi Shi Zexing Zhao Yanwei Fu SLR 86 1 0 03 Mar 2025
STGAN: Spatial-temporal Graph Autoregression Network for Pavement Distress Deterioration Prediction Shilin Tong Difei Wu Xiaona Liu Le Zheng Yuchuan Du Difan Zou GNN 51 0 0 03 Mar 2025
A Compact Model for Large-Scale Time Series Forecasting Chin-Chia Michael Yeh Xiran Fan Zhimeng Jiang Yujie Fan Huiyuan Chen ... Xin Dai Jiadong Wang Zhongfang Zhuang Liang Wang Yan Zheng AI4TS 76 0 0 28 Feb 2025
A Survey of Link Prediction in Temporal Networks Jiafeng Xiong Ahmad Zareie Rizos Sakellariou AI4TS AI4CE 83 2 0 28 Feb 2025
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction Weiyang Kong Kaiqi Wu Sen Zhang Yubao Liu AI4TS GNN 152 1 0 27 Feb 2025
SUSTeR: Sparse Unstructured Spatio Temporal Reconstruction on Traffic Prediction Yannick Wölker Christian Beth Matthias Renz Arne Biastoch AI4TS 96 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 107 0 0 21 Feb 2025
NTP-INT: Network Traffic Prediction-Driven In-band Network Telemetry for High-load Switches Penghui Zhang Hua Zhang Yuqi Dai Cheng Zeng Jingyu Wang Jianxin Liao 72 0 0 18 Feb 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting Lingxiao Cao Bin Wang Guiyuan Jiang Yanwei Yu Junyu Dong AI4TS 124 1 0 17 Feb 2025