Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting

6 July 2020

Papers citing "Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting"

50 / 76 papers shown

Title
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 26 0 0 09 May 2025
2DXformer: Dual Transformers for Wind Power Forecasting with Dual Exogenous Variables Y. Zhang Jiahai Jiang Yule Yan Liang Yang Ping Zhang AI4TS 21 0 0 02 May 2025
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting Xinlong Zhao L. Zhang Tianbo Zou Yan Zhang AI4TS 26 0 0 01 May 2025
A comparative study of deep learning and ensemble learning to extend the horizon of traffic forecasting Xiao Zheng Saeed Asadi Bagloee Majid Sarvi AI4TS 36 0 0 30 Apr 2025
Efficient Learning on Large Graphs using a Densifying Regularity Lemma Jonathan Kouchly Ben Finkelshtein M. Bronstein Ron Levie 39 0 0 25 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 76 0 0 02 Apr 2025
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction Weiyang Kong Kaiqi Wu Sen Zhang Yubao Liu AI4TS GNN 71 0 0 27 Feb 2025
SUSTeR: Sparse Unstructured Spatio Temporal Reconstruction on Traffic Prediction Yannick Wölker Christian Beth Matthias Renz Arne Biastoch AI4TS 39 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 34 0 0 24 Feb 2025
PPGF: Probability Pattern-Guided Time Series Forecasting Yanru Sun Zongxia Xie Haoyu Xing Hualong Yu Q. Hu AI4TS 46 0 0 18 Feb 2025
Collaborative Deterministic-Diffusion Model for Probabilistic Spatiotemporal Prediction Zhi Sheng Yuan Yuan Yudi Zhang Depeng Jin Yong Li DiffM AI4CE 46 0 0 16 Feb 2025
Spatiotemporal Graph Neural Networks in short term load forecasting: Does adding Graph Structure in Consumption Data Improve Predictions? Quoc Viet Nguyen Joaquín Delgado Fernández Sergio Potenciano Menci AI4TS 57 0 0 14 Feb 2025
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification Wei Fan Jingru Fei Dingyu Guo Kun Yi Xiaozhuang Song Haolong Xiang Hangting Ye Min Li AI4TS 93 1 0 06 Feb 2025
Dynamic Trend Fusion Module for Traffic Flow Prediction Jing Chen Haocheng Ye Zhian Ying Yuntao Sun Wenqiang Xu AI4TS 36 6 0 18 Jan 2025
Multimodal joint prediction of traffic spatial-temporal data with graph sparse attention mechanism and bidirectional temporal convolutional network Dongran Zhang Jiangnan Yan K. Polat A. Alhudhaif Jun Li AI4TS 29 11 0 31 Dec 2024
THeGCN: Temporal Heterophilic Graph Convolutional Network Yuchen Yan Yuzhong Chen Huiyuan Chen Xiaoting Li Zhe Xu Zhichen Zeng Lihui Liu Zhining Liu Hanghang Tong 82 0 0 21 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao J. Liu Ziáng Wang MoE 143 0 0 30 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 79 2 0 20 Nov 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 107 0 0 28 Oct 2024
Incorporating Long-term Data in Training Short-term Traffic Prediction Model Xiannan Huang Shuhan Qiu Yan Cheng Quan Yuan Chao Yang AI4TS 28 0 0 16 Oct 2024
Fusion Matrix Prompt Enhanced Self-Attention Spatial-Temporal Interactive Traffic Forecasting Framework Mu Liu MingChen Sun YingJi Li Ying Wang AI4TS 37 0 0 12 Oct 2024
UMOD: A Novel and Effective Urban Metro Origin-Destination Flow Prediction Method Peng Xie Minbo Ma Bin Wang Junbo Zhang Tianrui Li 24 0 0 08 Sep 2024
SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State Spaces Jinhyeok Choi Heehyeon Kim Minhyeong An Joyce Jiyoung Whang Mamba 22 1 0 17 Jun 2024
Graph Neural Reaction Diffusion Models Moshe Eliasof Eldad Haber Eran Treister DiffM AI4CE 26 2 0 16 Jun 2024
Denoising of Geodetic Time Series Using Spatiotemporal Graph Neural Networks: Application to Slow Slip Event Extraction Giuseppe Costantino Sophie Giffard-Roisin M. Dalla Mura A. Socquet AI4TS 28 1 0 06 May 2024
Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction Hao Miao Senzhang Wang Meiyue Zhang Diansheng Guo Funing Sun Fan Yang 39 1 0 23 Apr 2024
SGRU: A High-Performance Structured Gated Recurrent Unit for Traffic Flow Prediction Wenfeng Zhang Xin Li Anqi Li Xiaoting Huang Ti Wang Honglei Gao AI4TS 35 1 0 18 Apr 2024
FairSTG: Countering performance heterogeneity via collaborative sample-level optimization Gengyu Lin Zhen-Qiang Zhou Qihe Huang Kuo Yang Shifen Cheng Yang Wang AI4TS 20 1 0 19 Mar 2024
Digital Twin Mobility Profiling: A Spatio-Temporal Graph Learning Approach Xin Chen Mingliang Hou Tao Tang Achhardeep Kaur Feng Xia 19 7 0 06 Feb 2024
Tensor-view Topological Graph Neural Network Tao Wen Elynn Chen Yuzhou Chen 26 8 0 22 Jan 2024
Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction Haiyang Liu Chunjiang Zhu Detian Zhang AI4TS 22 0 0 07 Jan 2024
Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting Minbo Ma Jilin Hu Christian S. Jensen Fei Teng Peng Han Zhiqiang Xu Tian-Jie Li AI4TS 44 3 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 17 4 0 19 Dec 2023
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting Xiaobei Zou Luolin Xiong Yang Tang Jürgen Kurths AI4TS 29 1 0 05 Dec 2023
Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction G. Jin Lingbo Liu Fuxian Li Jincai Huang AI4TS GNN 3DPC 19 34 0 15 Nov 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 18 56 0 09 Oct 2023
A Simple Framework for Multi-mode Spatial-Temporal Data Modeling Zihang Liu Le Yu T. Zhu Lei Sun AI4TS 19 0 0 22 Aug 2023
DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting Binqing Wu Ling-Hao Chen GNN AI4TS 20 3 0 02 Jul 2023
LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry Lixia Wu Haomin Wen Haoyuan Hu Xiaowei Mao Yutong Xia ... Y. Liang Liuqing Yang Roger Zimmermann Youfang Lin Huaiyu Wan 37 8 0 19 Jun 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 6 2 0 30 May 2023
HiPerformer: Hierarchically Permutation-Equivariant Transformer for Time Series Forecasting Ryo Umagami Yusuke Ono Yusuke Mukuta Tatsuya Harada AI4TS 37 3 0 14 May 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 25 141 0 11 Apr 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 20 96 0 23 Mar 2023
DG-Trans: Dual-level Graph Transformer for Spatiotemporal Incident Impact Prediction on Traffic Networks Yanshen Sun Kaiqun Fu Chang-Tien Lu AI4TS AI4CE 30 2 0 21 Mar 2023
BUAA_BIGSCity: Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022 Jiawei Jiang Chengkai Han Jingyuan Wang 14 5 0 22 Feb 2023
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations Xun Zhu Yutong Xiong Ming Wu Gaozhen Nie Bin Zhang Ziheng Yang AI4TS 19 17 0 21 Feb 2023
Because Every Sensor Is Unique, so Is Every Pair: Handling Dynamicity in Traffic Forecasting Arian Prabowo Wei Shao Hao Xue Piotr Koniusz Flora D. Salim AI4TS 31 14 0 20 Feb 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 55 21 0 04 Feb 2023
Learning to Control and Coordinate Mixed Traffic Through Robot Vehicles at Complex and Unsignalized Intersections Dawei Wang Weizi Li Lei Zhu Jia-Yu Pan 30 15 0 12 Jan 2023
PiPAD: Pipelined and Parallel Dynamic GNN Training on GPUs Chunyang Wang Desen Sun Yunru Bai GNN AI4CE 39 15 0 01 Jan 2023