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
ESGCN: Edge Squeeze Attention Graph Convolutional Network for Traffic Flow Forecasting Sangrok Lee Ha Young Kim AI4TS 32 0 0 03 Jul 2023
DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting Binqing Wu Ling-Hao Chen GNN AI4TS 31 3 0 02 Jul 2023
STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 39 6 0 02 Jul 2023
FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Zhanyu Liu Chumeng Liang Guanjie Zheng Hua Wei 31 5 0 19 Jun 2023
Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation Qianru Zhang Chao Huang Lianghao Xia Zheng Wang Siu-keung Yiu Ruihua Han AI4TS 61 13 0 19 Jun 2023
Spatiotemporal-Augmented Graph Neural Networks for Human Mobility Simulation Yu Wang Tongya Zheng Shunyu Liu Zunlei Feng Kaixuan Chen Yunzhi Hao Min-Gyoo Song 31 7 0 15 Jun 2023
FRIGATE: Frugal Spatio-temporal Forecasting on Road Networks Mridul Gupta H. Kodamana Sayan Ranu AI4TS 27 17 0 14 Jun 2023
LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting Xu Liu Yutong Xia Keli Zhang Junfeng Hu Yiwei Wang Lei Bai Chaoqin Huang Zhenguang Liu Bryan Hooi Roger Zimmermann AI4TS 24 64 0 14 Jun 2023
Coupled Attention Networks for Multivariate Time Series Anomaly Detection Feng Xia Xin Chen Shuo Yu Mingliang Hou Mujie Liu Linlin You AI4TS 27 15 0 12 Jun 2023
Improving Expressivity of GNNs with Subgraph-specific Factor Embedded Normalization Kaixuan Chen Shunyu Liu Tongtian Zhu Tongya Zheng Haofei Zhang Zunlei Feng Jingwen Ye Mingli Song 44 14 0 31 May 2023
Graph Neural Network for spatiotemporal data: methods and applications Yun Li Dazhou Yu Zhenke Liu Minxing Zhang Xi Gong Liang Zhao AI4TS AI4CE 37 10 0 30 May 2023
Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting Zibo Liu Parshin Shojaee Chandan K. Reddy AI4TS AI4CE 32 9 0 30 May 2023
Revisiting Random Forests in a Comparative Evaluation of Graph Convolutional Neural Network Variants for Traffic Prediction Ta Jiun Ting Xiaocan Li Scott Sanner Baher Abdulhai AI4TS 13 2 0 30 May 2023
Spatio-Temporal Transformer-Based Reinforcement Learning for Robot Crowd Navigation Hao He Hao Fu Qiang-qiang Wang Shuai Zhou Wen Liu 60 2 0 26 May 2023
Building Transportation Foundation Model via Generative Graph Transformer Xuhong Wang Ding Wang Liang Chen Yilun Lin AI4CE 13 23 0 24 May 2023
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Du Yin Yezhou Yang Xuan Song Ivor W. Tsang BDL AI4TS 32 16 0 22 May 2023
TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification Huaiyuan Liu Xianzhang Liu Donghua Yang Zhiyu Liang Hongzhi Wang Yong Cui Jun Gu AI4TS 41 28 0 11 Apr 2023
TraffNet: Learning Causality of Traffic Generation for What-if Prediction Ming Xu Qiang Ai Ruimin Li Yunyi Ma Geqi Qi Xiangfu Meng Haibo Jin 11 0 0 28 Mar 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Keli Zhang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 85 183 0 25 Mar 2023
Graph Neural Rough Differential Equations for Traffic Forecasting Jeongwhan Choi Noseong Park AI4TS 30 16 0 20 Mar 2023
FPTN: Fast Pure Transformer Network for Traffic Flow Forecasting Junhao Zhang Junjie Tang Junchen Jin Zehui Qu AI4TS 11 2 0 14 Mar 2023
Attention-based Spatial-Temporal Graph Convolutional Recurrent Networks for Traffic Forecasting Haiyang Liu Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 14 5 0 25 Feb 2023
An Efficient Two-stage Gradient Boosting Framework for Short-term Traffic State Estimation Yichao Lu 27 1 0 21 Feb 2023
Do We Really Need Graph Neural Networks for Traffic Forecasting? Xu Liu Keli Zhang Chao Huang Hengchang Hu Yushi Cao Bryan Hooi Roger Zimmermann AI4TS 26 20 0 30 Jan 2023
Graph-Free Learning in Graph-Structured Data: A More Efficient and Accurate Spatiotemporal Learning Perspective Xu Wang Pengfei Gu Pengkun Wang Binwu Wang Zhengyang Zhou Lei Bai Yang Wang GNN 20 3 0 27 Jan 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 30 248 0 19 Jan 2023
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Toyotaro Suzumura Shintaro Fukushima GNN BDL AI4TS 34 4 0 12 Dec 2022
Spatial-temporal traffic modeling with a fusion graph reconstructed by tensor decomposition Qin Li Xu Yang Yong Wang Yuankai Wu Deqiang He 44 10 0 12 Dec 2022
Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Chaoqin Huang Junjie Wu Bo Xu Zhen Wu Junbo Zhang Yu Zheng OOD AI4TS 8 159 0 07 Dec 2022
Sub-Graph Learning for Spatiotemporal Forecasting via Knowledge Distillation Mehrtash Mehrabi Yingxue Zhang 25 0 0 17 Nov 2022
A Comprehensive Survey on Distributed Training of Graph Neural Networks Haiyang Lin Yurui Lai Xiaochun Ye Xiaochun Ye Shirui Pan Wenguang Chen Yuan Xie GNN 38 25 0 10 Nov 2022
Spatial-Temporal Synchronous Graph Transformer network (STSGT) for COVID-19 forecasting Smart Health Ming Dong Ying Li AI4TS 30 4 0 31 Oct 2022
STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph Silu He Qinyao Luo Ronghua Du Ling Zhao Haifeng Li 39 36 0 30 Oct 2022
Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Ying-Hung Pu AI4TS 19 0 0 03 Oct 2022
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting Junkyu Jang Sunghyuk Park 32 1 0 05 Sep 2022
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Zhe Jiang Jiawei Jiang Hu Zhang DiffM PINN OOD AI4CE 14 77 0 01 Sep 2022
Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics Zhengyang Zhou Yang Kuo Wei Sun Binwu Wang Mingxing Zhou Yunan Zong Yang Wang AI4TS 24 3 0 17 Aug 2022
Uncertainty Quantification for Traffic Forecasting: A Unified Approach Weizhu Qian Dalin Zhang Yan Zhao Kai Zheng James J. Q. Yu BDL AI4TS 32 22 0 11 Aug 2022
Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting Juyong Jiang Binqing Wu Ling-Hao Chen Kai Zhang Sunghun Kim AI4TS 36 18 0 05 Aug 2022
Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications Xingbo Fu Binchi Zhang Yushun Dong Chen Chen Jundong Li FedML OOD AI4CE 42 35 0 24 Jul 2022
Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect Li Shen Yuning Wei Yangzhu Wang AI4TS 24 8 0 22 Jul 2022
Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction Yuankai Wu Hongyu Yang Yi Lin Hong Liu AI4TS 14 16 0 14 Jul 2022
NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction Xueyan Yin Fei Li Yanming Shen Heng Qi Baocai Yin GNN AI4TS 25 8 0 04 Jul 2022
Spatial-Temporal Adaptive Graph Convolution with Attention Network for Traffic Forecasting Weikang Chen Yawen Li Zhe Xue Ang Li Guobin Wu GNN AI4TS 29 5 0 07 Jun 2022
A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction Jianzhong Qi Zhuowei Zhao E. Tanin Tingru Cui Neema Nassir Majid Sarvi GNN 28 24 0 30 May 2022
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting Wei-Guo Zhu Yongqi Sun Xintong Yi Yan Wang 36 17 0 20 May 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 26 29 0 18 May 2022
Multi-Spatio-temporal Fusion Graph Recurrent Network for Traffic forecasting Wei Zhao Shiqi Zhang B. Zhou Bei Wang AI4TS 21 9 0 03 May 2022
A Survey on Graph Representation Learning Methods Shima Khoshraftar A. An GNN AI4TS 44 109 0 04 Apr 2022
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version Razvan-Gabriel Cirstea B. Yang Chenjuan Guo Tung Kieu Shirui Pan AI4TS 27 77 0 29 Mar 2022