Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting

15 December 2020

Papers citing "Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting"

50 / 175 papers shown

Title
Spatial-Temporal Graph Representation Learning for Tactical Networks Future State Prediction Junhua Liu Justin Albrethsen Lincoln Goh David Yau Kwan Hui Lim 30 2 0 20 Mar 2024
Using Graph Neural Networks to Predict Local Culture Thiago H. Silva Daniel Silver 14 6 0 27 Feb 2024
Dynamic Graph Information Bottleneck Haonan Yuan Qingyun Sun Xingcheng Fu Cheng Ji Jianxin Li AAML AI4CE 44 8 0 09 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 57 5 0 09 Feb 2024
FairWire: Fair Graph Generation O. Deniz Kose Yanning Shen 34 3 0 06 Feb 2024
Digital Twin Mobility Profiling: A Spatio-Temporal Graph Learning Approach Xin Chen Mingliang Hou Tao Tang Achhardeep Kaur Feng Xia 37 7 0 06 Feb 2024
Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 33 5 0 01 Feb 2024
Encoding Temporal Statistical-space Priors via Augmented Representation Insu Choi Woosung Koh Gimin Kang Yuntae Jang Woo Chang Kim AI4TS 42 0 0 30 Jan 2024
Adaptive Least Mean Squares Graph Neural Networks and Online Graph Signal Estimation Yi Yan Changran Peng E. Kuruoglu 32 1 0 27 Jan 2024
Continuously Evolving Graph Neural Controlled Differential Equations for Traffic Forecasting Jiajia Wu Ling Chen AI4TS 29 2 0 26 Jan 2024
How Can Large Language Models Understand Spatial-Temporal Data? Lei Liu Shuo Yu Runze Wang Zhenxun Ma Yanming Shen AI4TS 27 24 0 25 Jan 2024
Full Bayesian Significance Testing for Neural Networks Zehua Liu Zimeng Li Jingyuan Wang Yue He BDL 21 3 0 24 Jan 2024
Spatial-temporal Forecasting for Regions without Observations Xinyu Su Jianzhong Qi E. Tanin Yanchuan Chang Majid Sarvi AI4TS 46 2 0 19 Jan 2024
A novel hybrid time-varying graph neural network for traffic flow forecasting Ben Ao Dai Bao-Lin Ye Lingxi Li AI4TS 23 4 0 17 Jan 2024
Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction Haiyang Liu Chunjiang Zhu Detian Zhang AI4TS 24 0 0 07 Jan 2024
TimeGraphs: Graph-based Temporal Reasoning Paridhi Maheshwari Hongyu Ren Yanan Wang R. Sosič J. Leskovec AI4TS AI4CE 16 2 0 06 Jan 2024
Continuous-time Autoencoders for Regular and Irregular Time Series Imputation Hyowon Wi Yehjin Shin Noseong Park BDL AI4TS 37 4 0 27 Dec 2023
Dynamic Frequency Domain Graph Convolutional Network for Traffic Forecasting Yujie Li Zezhi Shao Yongjun Xu Qiang Qiu Zhaogang Cao Fei Wang AI4TS GNN 27 4 0 19 Dec 2023
A Sparse Cross Attention-based Graph Convolution Network with Auxiliary Information Awareness for Traffic Flow Prediction Lingqiang Chen Qinglin Zhao Guanghui Li Mengchu Zhou Chenglong Dai Yiming Feng GNN 27 0 0 14 Dec 2023
Sensor Placement for Learning in Flow Networks Arnav Burudgunte Arlei Silva 10 0 0 12 Dec 2023
Graph-based Prediction and Planning Policy Network (GP3Net) for scalable self-driving in dynamic environments using Deep Reinforcement Learning Jayabrata Chowdhury Venkataramanan Shivaraman Suresh Sundaram P B Sujit 15 4 0 10 Dec 2023
Short-term prediction of construction waste transport activities using AI-Truck Meng Xu Ke Han 23 0 0 07 Dec 2023
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting Xiaobei Zou Luolin Xiong Yang Tang Jürgen Kurths AI4TS 45 1 0 05 Dec 2023
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Haotian Gao Renhe Jiang Zheng Dong Jinliang Deng Yuxin Ma Xuan Song AI4TS 46 15 0 01 Dec 2023
Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction G. Jin Lingbo Liu Fuxian Li Jincai Huang AI4TS GNN 3DPC 27 34 0 15 Nov 2023
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications Huayi Tang Yong Liu 62 1 0 08 Nov 2023
GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang AI4TS AI4CE 93 25 0 07 Nov 2023
Spatio-Temporal Meta Contrastive Learning Jiabin Tang Lianghao Xia Jie Hu Chao Huang AI4TS 29 7 0 26 Oct 2023
Explainable Spatio-Temporal Graph Neural Networks Jiabin Tang Lianghao Xia Chao Huang AI4TS 42 17 0 26 Oct 2023
Enhancing Traffic Prediction with Learnable Filter Module Yuanshao Zhu Yongchao Ye Xiangyu Zhao James J. Q. Yu 29 0 0 24 Oct 2023
A Quasi-Wasserstein Loss for Learning Graph Neural Networks Minjie Cheng Hongteng Xu 30 1 0 18 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 42 118 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 35 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 37 0 0 12 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 23 59 0 09 Oct 2023
Dynamic Hypergraph Structure Learning for Traffic Flow Forecasting Yusheng Zhao Xiao Luo Wei Ju C. L. Philip Chen Xiansheng Hua Ming Zhang AI4TS 39 26 0 21 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 27 0 0 13 Sep 2023
Multi-step prediction of chlorophyll concentration based on Adaptive Graph-Temporal Convolutional Network with Series Decomposition Ying Chen Xiao Li Hongbo Zhang Wenyang Song Chongxuan Xv 13 2 0 13 Sep 2023
Meta Attentive Graph Convolutional Recurrent Network for Traffic Forecasting Adnan Zeb Yongchao Ye Shiyao Zhang James J. Q. Yu AI4TS 29 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 29 2 0 24 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 43 6 0 21 Aug 2023
Minimalist Traffic Prediction: Linear Layer Is All You Need Wenying Duan Hong Rao Wei Huang Xiaoxi He AI4TS 28 1 0 20 Aug 2023
Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 16 30 0 17 Aug 2023
Phased Deep Spatio-temporal Learning for Highway Traffic Volume Prediction Weilong Ding Tianpu Zhang Zhe Wang AI4TS 24 0 0 11 Aug 2023
RAHNet: Retrieval Augmented Hybrid Network for Long-tailed Graph Classification Zhengyan Mao Wei Ju Yifang Qin Xiao Luo Ming Zhang 39 16 0 04 Aug 2023
RegExplainer: Generating Explanations for Graph Neural Networks in Regression Task Jiaxing Zhang Zhuomin Chen Hao Mei Dongsheng Luo Hua Wei 50 8 0 15 Jul 2023
MixupExplainer: Generalizing Explanations for Graph Neural Networks with Data Augmentation Jiaxing Zhang Dongsheng Luo Huazhou Wei 33 20 0 15 Jul 2023
Adaptive Graph Convolution Networks for Traffic Flow Forecasting Zhengdao Li W. Li K. Hwang AI4TS AI4CE 25 1 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 46 145 0 07 Jul 2023
Dynamical Graph Echo State Networks with Snapshot Merging for Dissemination Process Classification Ziqiang Li K. Fujiwara Gouhei Tanaka 25 1 0 03 Jul 2023