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

Title
Physics-Informed GCN-LSTM Framework for Long-Term Forecasting of 2D and 3D Microstructure Evolution Hamidreza Razavi Nele Moelans AI4TS AI4CE 0 0 0 18 Sep 2025
ST-LINK: Spatially-Aware Large Language Models for Spatio-Temporal Forecasting Hyotaek Jeon Hyunwook Lee Juwon Kim Sungahn Ko AI4TS LRM 0 0 0 17 Sep 2025
Research on Expressway Congestion Warning Technology Based on YOLOv11-DIoU and GRU-Attention Tong Yulin Liang Xuechen 0 0 0 15 Sep 2025
Travel Time and Weather-Aware Traffic Forecasting in a Conformal Graph Neural Network Framework Mayur Patil Qadeer Ahmed Shawn Midlam-Mohler AI4TS 0 0 0 15 Sep 2025
C3DE: Causal-Aware Collaborative Neural Controlled Differential Equation for Long-Term Urban Crowd Flow Prediction Yuting Liu Qiang Zhou Hanzhe Li Chenqi Gong Jingjing Gu 0 0 0 15 Sep 2025
Select, then Balance: A Plug-and-Play Framework for Exogenous-Aware Spatio-Temporal Forecasting Wei Chen Yuqian Wu Yuanshao Zhu Xixuan Hao Shiyu Wang Yuxuan Liang AI4TS 0 1 0 06 Sep 2025
Real-E: A Foundation Benchmark for Advancing Robust and Generalizable Electricity Forecasting Chen Shao Yue Wang Zhenyi Zhu Zhanbo Huang Sebastian Pütz B. Schäfer Tobais Käfer Michael Färber AI4TS 0 0 0 06 Sep 2025
ACA-Net: Future Graph Learning for Logistical Demand-Supply Forecasting Jiacheng Shi Haibin Wei Jiang Wang Xiaowei Xu Longzhi Du Taixu Jiang 12 0 0 02 Sep 2025
Second-Order Tensorial Partial Differential Equations on Graphs Aref Einizade Fragkiskos D. Malliaros Jhony H. Giraldo 0 0 0 02 Sep 2025
HydroGAT: Distributed Heterogeneous Graph Attention Transformer for Spatiotemporal Flood Prediction Aishwarya Sarkar Autrin Hakimi Xiaoqiong Chen Hai Huang Chaoqun Lu Ibrahim Demir Ali Jannesari AI4TS AI4CE 8 0 0 02 Sep 2025
Graph Convolutional Network With Pattern-Spatial Interactive and Regional Awareness for Traffic Forecasting Xinyu Ji Chengcheng Yan Jibiao Yuan Fiefie Zhao 40 0 0 30 Aug 2025
A Knowledge-Guided Cross-Modal Feature Fusion Model for Local Traffic Demand Prediction Lingyu Zhang Pengfei Xu Guobin Wu Jian Liang Ruiyang Dong Yunhai Wang Xuan Song 0 0 0 29 Aug 2025
Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses Lincan Li Bolin Shen Chenxi Zhao Yuxiang Sun Kaixiang Zhao Shirui Pan Yushun Dong 36 0 0 27 Aug 2025
STRATA-TS: Selective Knowledge Transfer for Urban Time Series Forecasting with Retrieval-Guided Reasoning Yue Jiang Chenxi Liu Yile Chen Qin Chao Shuai Liu Gao Cong Gao Cong AI4TS 28 0 0 26 Aug 2025
Frozen in Time: Parameter-Efficient Time Series Transformers via Reservoir-Induced Feature Expansion and Fixed Random Dynamics Pradeep Singh Mehak Sharma Anupriya Dey Balasubramanian Raman AI4TS 20 0 0 25 Aug 2025
Ada-TransGNN: An Air Quality Prediction Model Based On Adaptive Graph Convolutional Networks Dan Wang Feng Jiang Z. J. Wang 32 0 0 25 Aug 2025
STA-GANN: A Valid and Generalizable Spatio-Temporal Kriging Approach Yujie Li Zezhi Shao Chengqing Yu Tangwen Qian Zhao Zhang Yifan Du Shaoming He Fei Wang Yongjun Xu 20 1 0 22 Aug 2025
STGAtt: A Spatial-Temporal Unified Graph Attention Network for Traffic Flow Forecasting Zhuding Liang Jianxun Cui Qingshuang Zeng Feng Liu Nenad Filipovic Tijana Geroski AI4TS 12 0 0 21 Aug 2025
TransLLM: A Unified Multi-Task Foundation Framework for Urban Transportation via Learnable Prompting Jiaming Leng Yunying Bi Chuan Qin Bing Yin Yanyong Zhang Chao Wang AI4TS 20 0 0 20 Aug 2025
STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Jiayu Fang Zhiqi Shao S. Choy Junbin Gao AI4TS 28 0 0 19 Aug 2025
STM3: Mixture of Multiscale Mamba for Long-Term Spatio-Temporal Time-Series Prediction Haolong Chen Liang Zhang Zhengyuan Xin Guangxu Zhu Mamba 32 0 0 17 Aug 2025
Scale-Disentangled spatiotemporal Modeling for Long-term Traffic Emission Forecasting Yan Wu Lihong Pei Yukai Han Yang Cao Yu Kang Yanlong Zhao 40 0 0 16 Aug 2025
A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction Weilin Ruan Xilin Dang Ziyu Zhou Sisuo Lyu Yuxuan Liang AI4TS 28 0 0 14 Aug 2025
UQGNN: Uncertainty Quantification of Graph Neural Networks for Multivariate Spatiotemporal Prediction Dahai Yu Dingyi Zhuang Lin Jiang Rongchao Xu Xinyue Ye Yuheng Bu Shenhao Wang Guang Wang AI4TS 56 0 0 12 Aug 2025
Generalising Traffic Forecasting to Regions without Traffic Observations Xinyu Su Majid Sarvi Feng Liu E. Tanin Jianzhong Qi AI4TS 28 0 0 12 Aug 2025
M3-Net: A Cost-Effective Graph-Free MLP-Based Model for Traffic Prediction G. Jin Sicong Lai Xiaoshuai Hao Mingtao Zhang Jinlei Zhang 52 0 0 12 Aug 2025
Discovering Spatial Correlations between Earth Observations in Global Atmospheric State Estimation by using Adaptive Graph Structure Learning Hyeon-Ju Jeon Jeon-Ho Kang In-Hyuk Kwon O-Joun Lee 32 0 0 11 Aug 2025
Multi-Level Service Performance Forecasting via Spatiotemporal Graph Neural Networks Zhihao Xue Yun Zi Nia Qi Ming Gong Yujun Zou AI4TS 28 1 0 09 Aug 2025
Revitalizing Canonical Pre-Alignment for Irregular Multivariate Time Series Forecasting Ziyu Zhou Yiming Huang Yanyun Wang Yuankai Wu James T. Kwok Yuxuan Liang AI4TS 35 0 0 04 Aug 2025
SpikeSTAG: Spatial-Temporal Forecasting via GNN-SNN Collaboration Bang Hu Changze Lv Mingjie Li Yunpeng Liu Xiaoqing Zheng Fengzhe Zhang Wei cao Fan Zhang AI4TS 38 0 0 04 Aug 2025
Predicting Large-scale Urban Network Dynamics with Energy-informed Graph Neural Diffusion Tong Nie Jian Sun Wei Ma DiffM AI4TS AI4CE 30 0 0 31 Jul 2025
LiteFat: Lightweight Spatio-Temporal Graph Learning for Real-Time Driver Fatigue Detection Jing Ren Suyu Ma Hong Jia Xiwei Xu Ivan Lee Haytham Fayek Xiaodong Li Feng Xia 41 0 0 29 Jul 2025
BuildSTG: A Multi-building Energy Load Forecasting Method using Spatio-Temporal Graph Neural Network Yongzheng Liu Yiming Wang Po Xu Yingjie Xu Yuntian Chen Dongxiao Zhang AI4TS 51 0 0 28 Jul 2025
Multi-Grained Temporal-Spatial Graph Learning for Stable Traffic Flow Forecasting Zhenan Lin Y. Lai Wai Lun Lo Richard Tai-Chiu Hsung Harris Sik-Ho Tsang Xiaoyu Xue Kai Zhou Yulin Zhu AI4TS 39 0 0 25 Jul 2025
Fine-Grained Traffic Inference from Road to Lane via Spatio-Temporal Graph Node Generation Shuhao Li Weidong Yang Yue Cui Xiaoxing Liu Lingkai Meng Lipeng Ma Fan Zhang 31 0 0 25 Jul 2025
NAICS-Aware Graph Neural Networks for Large-Scale POI Co-visitation Prediction: A Multi-Modal Dataset and Methodology Yazeed Alrubyli Omar Alomeir Abrar Wafa Diána Hidvégi Hend Alrasheed Mohsen Bahrami AI4TS 41 0 0 25 Jul 2025
Enhancing Spatiotemporal Networks with xLSTM: A Scalar LSTM Approach for Cellular Traffic Forecasting Khalid Ali Zineddine Bettouche Andreas Kassler Andreas Fischer AI4TS 38 0 0 17 Jul 2025
PGT-I: Scaling Spatiotemporal GNNs with Memory-Efficient Distributed Training Seth Ockerman Amal Gueroudji Tanwi Mallick Yixuan He Line Pouchard Robert B. Ross Shivaram Venkataraman GNN 81 0 0 15 Jul 2025
Over-squashing in Spatiotemporal Graph Neural Networks Ivan Marisca Jacob Bamberger Cesare Alippi Michael M. Bronstein 90 0 0 18 Jun 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 98 0 0 16 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 90 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 114 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 86 2 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 81 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 61 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 99 2 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 90 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 128 1 0 02 Jun 2025
Dynamic Modes as Time Representation for Spatiotemporal Forecasting Menglin Kong Vincent Zhihao Zheng Xudong Wang Lijun Sun AI4TS 99 1 0 01 Jun 2025
Is Your Explanation Reliable: Confidence-Aware Explanation on Graph Neural Networks Jiaxing Zhang Xiaoou Liu Dongsheng Luo Hua Wei FAtt 94 1 0 31 May 2025