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Graph Neural Network for Traffic Forecasting: A Survey

27 January 2021

Papers citing "Graph Neural Network for Traffic Forecasting: A Survey"

45 / 195 papers shown

Title
Traffic-Aware Autonomous Driving with Differentiable Traffic Simulation L. Zheng Sanghyun Son Ming-Chyuan Lin 114 3 0 07 Oct 2022
Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Ying-Hung Pu AI4TS 21 0 0 03 Oct 2022
STGIN: A Spatial Temporal Graph-Informer Network for Long Sequence Traffic Speed Forecasting Ruikang Luo Yaofeng Song Liping Huang Yicheng Zhang Rong Su GNN AI4TS 28 15 0 01 Oct 2022
MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization Xiaotian Han Tong Zhao Yozen Liu Helen Zhou Neil Shah GNN 139 39 0 30 Sep 2022
Towards Sparsification of Graph Neural Networks Hongwu Peng Deniz Gurevin Shaoyi Huang Tong Geng Weiwen Jiang O. Khan Caiwen Ding GNN 103 24 0 11 Sep 2022
AST-GIN: Attribute-Augmented Spatial-Temporal Graph Informer Network for Electric Vehicle Charging Station Availability Forecasting Ruikang Luo Yaofeng Song Liping Huang Yicheng Zhang Rong Su GNN 55 5 0 07 Sep 2022
Prediction-based One-shot Dynamic Parking Pricing Seoyoung Hong H. Shin Jeongwhan Choi Noseong Park 60 5 0 30 Aug 2022
DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps Jizhou Huang Zhengjie Huang Xiaomin Fang Shi Feng Xuyi Chen Jiaxiang Liu Haitao Yuan Haifeng Wang AI4TS 73 15 0 15 Aug 2022
Uncertainty Quantification for Traffic Forecasting: A Unified Approach Weizhu Qian Dalin Zhang Yan Zhao Kai Zheng James Jianqiao Yu BDL AI4TS 69 23 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 80 19 0 05 Aug 2022
A Baselined Gated Attention Recurrent Network for Request Prediction in Ridesharing Jingran Shen Nikos Tziritas Georgios Theodoropoulos AI4TS 40 7 0 11 Jul 2022
MetaGL: Evaluation-Free Selection of Graph Learning Models via Meta-Learning Namyong Park Ryan Rossi Nesreen Ahmed Christos Faloutsos 93 7 0 18 Jun 2022
NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search Yi Qin Ziwei Zhang Xin Eric Wang Zeyang Zhang Wenwu Zhu 92 28 0 18 Jun 2022
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis Maciej Besta Torsten Hoefler GNN 111 57 0 19 May 2022
Fairness in Graph Mining: A Survey Yushun Dong Jing Ma Song Wang Chen Chen Jundong Li FaML 214 115 0 21 Apr 2022
Graph Neural Networks Designed for Different Graph Types: A Survey J. M. Thomas Alice Moallemy-Oureh Silvia Beddar-Wiesing Clara Holzhuter 137 30 0 06 Apr 2022
Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction Peng Xie Minbo Ma Tianrui Li Shenggong Ji Shengdong Du Zeng Yu Junbo Zhang AI4TS 26 27 0 06 Apr 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 93 107 0 29 Mar 2022
Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks Marten Lienen Stephan Günnemann AI4TS 58 38 0 16 Mar 2022
Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mingxiao Li Yihong Tang Wei-Ying Ma GNN AI4TS 76 9 0 08 Mar 2022
On the importance of stationarity, strong baselines and benchmarks in transport prediction problems Filipe Rodrigues AI4TS 78 3 0 06 Mar 2022
GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation Sina Sajadmanesh Ali Shahin Shamsabadi A. Bellet D. Gática-Pérez 85 67 0 02 Mar 2022
Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs Ming Jin Yu Zheng Yuanhao Li Siheng Chen B. Yang Shirui Pan BDL AI4TS AI4CE 146 115 0 17 Feb 2022
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Yihong Tang Ao Qu A. Chow W. Lam S. Wong Wei-Ying Ma AI4TS 192 59 0 08 Feb 2022
Unboxing the graph: Neural Relational Inference for Mobility Prediction M. Tygesen Francisco Câmara Pereira Filipe Rodrigues AI4TS 51 2 0 25 Jan 2022
A Graph-based Methodology for the Sensorless Estimation of Road Traffic Profiles Eric L. Manibardo I. Laña Esther Villar-Rodriguez Javier Del Ser 136 3 0 11 Jan 2022
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting Guanyao Li Shuhan Zhong Shueng-Han Gary Chan Ruiyuan Li Chih-Chieh Hung Wen-Chih Peng AI4TS 79 27 0 30 Dec 2021
Frame invariance and scalability of neural operators for partial differential equations M. Zafar Jiequn Han Xueqing Zhou Heng Xiao 18 5 0 28 Dec 2021
HP-GNN: Generating High Throughput GNN Training Implementation on CPU-FPGA Heterogeneous Platform Yi-Chien Lin Bingyi Zhang Viktor Prasanna GNN 64 34 0 22 Dec 2021
Joint Demand Prediction for Multimodal Systems: A Multi-task Multi-relational Spatiotemporal Graph Neural Network Approach Yuebing Liang Guan Huang Zhan Zhao AI4TS 68 50 0 15 Dec 2021
Enabling Automated FPGA Accelerator Optimization Using Graph Neural Networks Atefeh Sohrabizadeh Yunsheng Bai Yizhou Sun Jason Cong GNN 66 7 0 17 Nov 2021
Non-separable Spatio-temporal Graph Kernels via SPDEs A. Nikitin S. T. John Arno Solin Samuel Kaski AI4TS 71 17 0 16 Nov 2021
Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices Puja Trivedi Ekdeep Singh Lubana Yujun Yan Yaoqing Yang Danai Koutra 83 55 0 05 Nov 2021
Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Hyunwoo Lee Seungmin Jin Hyeshin Chu H. Lim Sungahn Ko AI4TS 76 36 0 20 Oct 2021
Edge but not Least: Cross-View Graph Pooling Xiaowei Zhou Jie Yin Ivor W. Tsang 61 2 0 24 Sep 2021
Machine-Learned Prediction Equilibrium for Dynamic Traffic Assignment Lukas Graf T. Harks Kostas Kollias M. Markl 39 4 0 14 Sep 2021
Traffic Event Detection as a Slot Filling Problem Xiangyu Yang Giannis Bekoulis Nikos Deligiannis 95 6 0 13 Sep 2021
Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction Fuchen Gao Zhanquan Wang Zhenguang Liu AI4TS GNN 70 5 0 29 Aug 2021
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural Networks Zhiqian Chen Fanglan Chen Lei Zhang Taoran Ji Kaiqun Fu Liang Zhao Feng Chen Lingfei Wu Charu C. Aggarwal Chang-Tien Lu 160 20 0 21 Jul 2021
Reliable Graph Neural Network Explanations Through Adversarial Training Donald Loveland Shusen Liu B. Kailkhura A. Hiszpanski Yong Han AAML 57 4 0 25 Jun 2021
Category Theory in Machine Learning Dan Shiebler Bruno Gavranović Paul W. Wilson 60 31 0 13 Jun 2021
Is Homophily a Necessity for Graph Neural Networks? Yao Ma Xiaorui Liu Neil Shah Jiliang Tang 54 236 0 11 Jun 2021
AutoGL: A Library for Automated Graph Learning Ziwei Zhang Yijian Qin Zeyang Zhang Chaoyu Guan Jie Cai ... Beini Xie Yang Yao Yipeng Zhang Xin Eric Wang Wenwu Zhu 111 30 0 11 Apr 2021
Big Data for Traffic Estimation and Prediction: A Survey of Data and Tools Weiwei Jiang Jiayun Luo 55 36 0 18 Mar 2021
A Survey on Deep Learning for Human Mobility Massimiliano Luca Gianni Barlacchi Bruno Lepri Luca Pappalardo HAI 75 220 0 04 Dec 2020