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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"

50 / 195 papers shown

Title
Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Weijia Zhang Le Zhang Jindong Han Hao Liu Jingbo Zhou Yu Mei Hui Xiong GNN AI4TS 91 12 0 31 Aug 2023
Accel-GCN: High-Performance GPU Accelerator Design for Graph Convolution Networks Xiaoru Xie Hongwu Peng Amit Hasan Shaoyi Huang Jiahui Zhao Haowen Fang Wei Zhang Tong Geng O. Khan Caiwen Ding GNN 62 31 0 22 Aug 2023
XFlow: Benchmarking Flow Behaviors over Graphs Zijian Zhang Zonghan Zhang Zhiqian Chen 45 0 0 07 Aug 2023
Automated Polynomial Filter Learning for Graph Neural Networks Wendi Yu Zhichao Hou Xiaorui Liu 85 0 0 16 Jul 2023
Deep learning for dynamic graphs: models and benchmarks Alessio Gravina D. Bacciu GNN AI4CE 91 15 0 12 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 128 174 0 07 Jul 2023
DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting Binqing Wu Ling-Hao Chen GNN AI4TS 91 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 109 7 0 02 Jul 2023
Generalization Limits of Graph Neural Networks in Identity Effects Learning Giuseppe Alessio D’Inverno Simone Brugiapaglia Mirco Ravanelli 73 3 0 30 Jun 2023
A Survey on Graph Neural Network Acceleration: Algorithms, Systems, and Customized Hardware Shichang Zhang Atefeh Sohrabizadeh Cheng Wan Zijie Huang Ziniu Hu Yewen Wang Yingyan Lin Lin Jason Cong Yizhou Sun GNN AI4CE 98 25 0 24 Jun 2023
GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural Networks Wentao Zhao Qitian Wu Chenxiao Yang Junchi Yan 60 14 0 20 Jun 2023
Dual Node and Edge Fairness-Aware Graph Partition Tingwei Liu Peizhao Li Hongfu Liu 55 0 0 16 Jun 2023
Adaptive Hierarchical SpatioTemporal Network for Traffic Forecasting Yirong Chen Ziyue Li Wanli Ouyang M. Lepech AI4TS 58 5 0 15 Jun 2023
BeMap: Balanced Message Passing for Fair Graph Neural Network Xiao Lin Jian Kang Weilin Cong Hanghang Tong MoE 104 8 0 07 Jun 2023
Dynamic Interactive Relation Capturing via Scene Graph Learning for Robotic Surgical Report Generation Hongqiu Wang Yueming Jin Lei Zhu 67 17 0 05 Jun 2023
Recent Advances in Graph-based Machine Learning for Applications in Smart Urban Transportation Systems Hongde Wu Sen Yan Mingming Liu GNN AI4TS 40 0 0 02 Jun 2023
Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities Maryam Shaygan Collin Meese Wanxin Li Xiaoliang (George) Zhao Mark M. Nejad 108 123 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 68 12 0 30 May 2023
Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting Zibo Liu Parshin Shojaee Chandan K. Reddy AI4TS AI4CE 68 11 0 30 May 2023
ProGAP: Progressive Graph Neural Networks with Differential Privacy Guarantees Sina Sajadmanesh D. Gática-Pérez 100 18 0 18 Apr 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 181 162 0 11 Apr 2023
BS-GAT Behavior Similarity Based Graph Attention Network for Network Intrusion Detection Yalu Wang Zhijie Han Jie Li Xin He 41 1 0 07 Apr 2023
Graph Mixture of Experts: Learning on Large-Scale Graphs with Explicit Diversity Modeling Haotao Wang Ziyu Jiang Yuning You Yan Han Gaowen Liu Jayanth Srinivasa Ramana Rao Kompella Zhangyang Wang 102 36 0 06 Apr 2023
A Survey on Malware Detection with Graph Representation Learning Tristan Bilot Nour El Madhoun Khaldoun Al Agha Anis Zouaoui AAML 92 28 0 28 Mar 2023
Link Prediction for Flow-Driven Spatial Networks Bastian Wittmann Johannes C. Paetzold Chinmay Prabhakar Daniel Rueckert Bjoern Menze GNN 88 7 0 25 Mar 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 138 208 0 25 Mar 2023
HitGNN: High-throughput GNN Training Framework on CPU+Multi-FPGA Heterogeneous Platform Yi-Chien Lin Bingyi Zhang Viktor Prasanna GNN 54 7 0 02 Mar 2023
Fair Attribute Completion on Graph with Missing Attributes Dongliang Guo Zhixuan Chu Sheng Li FaML 81 18 0 25 Feb 2023
Dynamic Graph Convolutional Network with Attention Fusion for Traffic Flow Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 76 7 0 24 Feb 2023
An Efficient Two-stage Gradient Boosting Framework for Short-term Traffic State Estimation Yichao Lu 87 1 0 21 Feb 2023
Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities Antonio Longa Veronica Lachi G. Santin Monica Bianchini Bruno Lepri Pietro Lio F. Scarselli Andrea Passerini AI4CE 79 61 0 02 Feb 2023
GraphAGILE: An FPGA-based Overlay Accelerator for Low-latency GNN Inference Bingyi Zhang Hanqing Zeng Viktor Prasanna GNN 99 19 0 02 Feb 2023
Knowledge Distillation on Graphs: A Survey Yijun Tian Shichao Pei Xiangliang Zhang Chuxu Zhang Nitesh Chawla 82 35 0 01 Feb 2023
Curvature Filtrations for Graph Generative Model Evaluation Joshua Southern Jeremy Wayland Michael M. Bronstein Bastian Rieck 82 17 0 30 Jan 2023
GANExplainer: GAN-based Graph Neural Networks Explainer Yiqiao Li Jianlong Zhou Boyuan Zheng Fang Chen LLMAG 110 4 0 30 Dec 2022
Forecasting West Nile Virus with Graph Neural Networks: Harnessing Spatial Dependence in Irregularly Sampled Geospatial Data A. Tonks Trevor Harris Bo Li W. Brown Rebecca Smith 430 4 0 21 Dec 2022
Graph Convolutional Networks for Traffic Forecasting with Missing Values Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 59 42 0 13 Dec 2022
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 102 4 0 12 Dec 2022
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering Amit Aflalo Shai Bagon Tamar Kashti Yonina C. Eldar GNN 90 35 0 12 Dec 2022
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Shintaro Fukushima Toyotaro Suzumura AI4TS 80 200 0 27 Nov 2022
End-to-end Wind Turbine Wake Modelling with Deep Graph Representation Learning Siyi Li Mingrui Zhang M. Piggott 84 30 0 24 Nov 2022
Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks Andreas Roth Thomas Liebig AI4TS AI4CE 64 10 0 21 Nov 2022
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models Siyi Tang Jared A. Dunnmon Liangqiong Qu Khaled Kamal Saab T. Baykaner Christopher Lee-Messer D. Rubin 71 25 0 21 Nov 2022
Hierarchical Estimation for Effective and Efficient Sampling Graph Neural Network Yongbin Li Bingbing Xu Qi Cao Yige Yuan Huawei Shen 23 0 0 16 Nov 2022
Distributed Graph Neural Network Training: A Survey Yingxia Shao Hongzheng Li Xizhi Gu Hongbo Yin Yawen Li Xupeng Miao Wentao Zhang Tengjiao Wang Lei Chen GNN AI4CE 124 65 0 01 Nov 2022
GNN at the Edge: Cost-Efficient Graph Neural Network Processing over Distributed Edge Servers Liekang Zeng Chong Yang Peng Huang Zhi Zhou Shuai Yu Xu Chen GNN 95 28 0 31 Oct 2022
Measuring the Confidence of Traffic Forecasting Models: Techniques, Experimental Comparison and Guidelines towards Their Actionability I. Laña Ignacio I. Olabarrieta Javier Del Ser 64 1 0 28 Oct 2022
GANI: Global Attacks on Graph Neural Networks via Imperceptible Node Injections Junyuan Fang Haixian Wen Jiajing Wu Qi Xuan Zibin Zheng Chi K. Tse AAML 101 22 0 23 Oct 2022
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges Mario Alfonso Prado-Romero Bardh Prenkaj Giovanni Stilo F. Giannotti CML 132 33 0 21 Oct 2022
Reconstruction Attack on Differential Private Trajectory Protection Mechanisms Erik Buchholz A. Abuadbba Shuo Wang Surya Nepal S. Kanhere 56 14 0 17 Oct 2022