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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
A Gravity-informed Spatiotemporal Transformer for Human Activity Intensity Prediction Yi-Fei Wang Zhenghong Wang Fan Zhang Chengling Tang Chaogui Kang ... Sijie Ruan W. Zhang Yu Zheng Philip S. Yu Yu Liu AI4CE 16 0 0 16 Jun 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 15 0 0 16 Jun 2025
Flow-Attentional Graph Neural Networks Pascal Plettenberg Dominik Köhler Bernhard Sick Josephine M. Thomas 37 0 0 06 Jun 2025
Quantifying the Noise of Structural Perturbations on Graph Adversarial Attacks Junyuan Fang Han Yang Haixian Wen Jiajing Wu Zibin Zheng Chi K. Tse AAML 110 0 0 29 Apr 2025
STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring Kai Hu Zhidan Zhao Zhifeng Hao GNN 75 0 0 10 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 216 0 0 02 Apr 2025
Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting Fan-Keng Sun Yu-Cheng Wu Duane S. Boning AI4TS 89 0 0 30 Mar 2025
Persistent Homology-induced Graph Ensembles for Time Series Regressions Viet The Nguyen Duy Anh Pham An Thai Le Jans Peter Gunther Gust AI4TS 185 0 0 18 Mar 2025
Spatio-Temporal Graph Neural Networks for Infant Language Acquisition Prediction Andrew Roxburgh Floriana Grasso Terry R. Payne GNN 89 0 0 18 Mar 2025
Enhanced Route Planning with Calibrated Uncertainty Set Lingxuan Tang Rui Luo Zhixin Zhou Nicolo Colombo 205 3 0 13 Mar 2025
Graph Augmentation for Cross Graph Domain Generalization Guanzi Chen Jiying Zhang Yang Li 136 0 0 25 Feb 2025
Graph Pseudotime Analysis and Neural Stochastic Differential Equations for Analyzing Retinal Degeneration Dynamics and Beyond Dai Shi Kuan Yan Lequan Lin Yue Zeng Ting Zhang D. Matsypura Mark C. Gillies Ling Zhu Junbin Gao 200 1 0 10 Feb 2025
Regularized interpolation in 4D neural fields enables optimization of 3D printed geometries Christos Margadji Andi Kuswoyo Sebastian W. Pattinson AI4CE 87 1 0 03 Feb 2025
Generic Multimodal Spatially Graph Network for Spatially Embedded Network Representation Learning Xudong Fan Jürgen Hackl 112 0 0 01 Feb 2025
Data re-uploading in Quantum Machine Learning for time series: application to traffic forecasting Nikolaos Schetakis Paolo Bonfini Negin Alisoltani Konstantinos Blazakis Symeon I. Tsintzos Alexis Askitopoulos Davit Aghamalyan Panagiotis Fafoutellis Eleni I. Vlahogianni 89 1 0 22 Jan 2025
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence Liekang Zeng Shengyuan Ye Xu Chen Xiaoxi Zhang Ju Ren Jian Tang Yang Yang Xuemin Shen 143 3 0 08 Jan 2025
MADE: Graph Backdoor Defense with Masked Unlearning Xiao Lin amd Mingjie Li Mingjie Li Yisen Wang AAML 217 2 0 03 Jan 2025
Extending Graph Condensation to Multi-Label Datasets: A Benchmark Study Liangliang Zhang Haoran Bao Yao Ma DD AI4CE 44 1 0 23 Dec 2024
PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting Tongtong Zhang Zhiyong Cui Bingzhang Wang Yilong Ren Haiyang Yu Pan Deng Yinhai Wang AI4TS 108 0 0 18 Dec 2024
FlashSparse: Minimizing Computation Redundancy for Fast Sparse Matrix Multiplications on Tensor Cores Jinliang Shi Shigang Li Youxuan Xu Rongtian Fu Xueying Wang Tong Wu 130 3 0 15 Dec 2024
Distributed-Order Fractional Graph Operating Network Kai Zhao Xuhao Li Qiyu Kang Feng Ji Qinxu Ding Yanan Zhao Wenfei Liang Wee Peng Tay GNN 24 2 0 08 Nov 2024
Enhancing Graph Neural Networks in Large-scale Traffic Incident Analysis with Concurrency Hypothesis Xiwen Chen Sayed Pedram Haeri Boroujeni Xin Shu Huayu Li Abolfazl Razi GNN 91 1 0 04 Nov 2024
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs Aishwarya Sarkar Sayan Ghosh Nathan Tallent Ali Jannesari GNN 83 2 0 30 Oct 2024
Extralonger: Toward a Unified Perspective of Spatial-Temporal Factors for Extra-Long-Term Traffic Forecasting Zhiwei Zhang Shaojun E Fandong Meng Jie Zhou Wenjuan Han 64 1 0 30 Oct 2024
Graph Based Traffic Analysis and Delay Prediction Gabriele Borg Charlie Abela GNN 79 0 0 28 Oct 2024
Encoding Agent Trajectories as Representations with Sequence Transformers Athanasios Tsiligkaridis Nicholas Kalinowski Zhongheng Li Elizabeth Hou 57 1 0 11 Oct 2024
Meta-Transfer Learning Empowered Temporal Graph Networks for Cross-City Real Estate Appraisal Weijia Zhang Jindong Han Hao Liu Wei Fan Haoran Wang Hui Xiong 47 1 0 11 Oct 2024
Online design of dynamic networks Duo Wang Andrea Araldo Mounim El Yacoubi 59 0 0 11 Oct 2024
Evaluating the effects of Data Sparsity on the Link-level Bicycling Volume Estimation: A Graph Convolutional Neural Network Approach Mohit Gupta Debjit Bhowmick Meead Saberi Shirui Pan Ben Beck GNN 109 0 0 11 Oct 2024
Explaining Hypergraph Neural Networks: From Local Explanations to Global Concepts Shiye Su Iulia Duta Lucie Charlotte Magister Pietro Lio FAtt 49 0 0 10 Oct 2024
Scalable and Accurate Graph Reasoning with LLM-based Multi-Agents Yuwei Hu Runlin Lei Xinyi Huang Zhewei Wei Yongchao Liu LLMAG 102 5 0 07 Oct 2024
Physics-Informed GNN for non-linear constrained optimization: PINCO a solver for the AC-optimal power flow Anna Varbella Damien Briens B. Gjorgiev Giuseppe Alessio DÍnverno G. Sansavini 46 0 0 07 Oct 2024
Mesh-Informed Reduced Order Models for Aneurysm Rupture Risk Prediction Giuseppe Alessio DÍnverno Saeid Moradizadeh Sajad Salavatidezfouli Pasquale Claudio Africa G. Rozza AI4CE 106 0 0 04 Oct 2024
BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Xiao Lin Zhining Liu Dongqi Fu Ruizhong Qiu Hanghang Tong AAML AI4TS 110 11 0 03 Oct 2024
A Survey on Graph Neural Networks for Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends Yucheng Wang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS AI4CE 63 5 0 29 Sep 2024
Spatiotemporal Covariance Neural Networks Andrea Cavallo Mohammad Sabbaqi Elvin Isufi 83 3 0 16 Sep 2024
TempoKGAT: A Novel Graph Attention Network Approach for Temporal Graph Analysis Lena Sasal Daniel Busby Abdenour Hadid 56 1 0 29 Aug 2024
TG-PhyNN: An Enhanced Physically-Aware Graph Neural Network framework for forecasting Spatio-Temporal Data Zakaria Elabid Lena Sasal Daniel Busby Abdenour Hadid AI4CE 76 1 0 29 Aug 2024
Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge Sumin Han Jisun An Dongman Lee 31 0 0 23 Aug 2024
From Graphs to Qubits: A Critical Review of Quantum Graph Neural Networks Andrea Ceschini Francesco Mauro Francesca De Falco A. Sebastianelli A. Verdone A. Rosato Bertrand Le Saux Massimo Panella Paolo Gamba Silvia Liberata Ullo GNN AI4CE 87 1 0 12 Aug 2024
xAI-Drop: Don't Use What You Cannot Explain Vincenzo Marco De Luca Antonio Longa Andrea Passerini Pietro Lio 107 0 0 29 Jul 2024
Learning production functions for supply chains with graph neural networks Serina Chang Zhiyin Lin Benjamin Yan Swapnil Bembde Qi Xiu ... Yu Qin Frank Kloster Alex Luo Raj Palleti J. Leskovec GNN AI4TS 118 2 0 26 Jul 2024
XTraffic: A Dataset Where Traffic Meets Incidents with Explainability and More Xiaochuan Gou Ziyue Li Tian-Shing Lan Junpeng Lin Zhishuai Li Bingyu Zhao Chen Zhang Di Wang Xiangliang Zhang AI4TS 108 1 0 16 Jul 2024
A review of graph neural network applications in mechanics-related domains Yingxue Zhao Haoran Li Haosu Zhou H. Attar Tobias Pfaff Nan Li AI4CE 134 8 0 10 Jul 2024
FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection Austin Coursey Junyi Ji Marcos Quiñones-Grueiro William Barbour Yuhang Zhang Tyler Derr Gautam Biswas Daniel B. Work 83 7 0 21 Jun 2024
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs Kun Wang Guibin Zhang Xinnan Zhang Sihang Li Xun Wu Guohao Li Shirui Pan Wei-Ming Huang Yuxuan Liang 94 7 0 18 Jun 2024
Conformal Load Prediction with Transductive Graph Autoencoders Rui Luo Nicolo Colombo 191 12 0 12 Jun 2024
Efficient Topology-aware Data Augmentation for High-Degree Graph Neural Networks Dongrui Fan Xiaoyang Lin Renchi Yang Hongtao Wang 126 2 0 08 Jun 2024
GENIE: Watermarking Graph Neural Networks for Link Prediction Venkata Sai Pranav Bachina Ankit Gangwal Aaryan Ajay Sharma Charu Sharma 145 2 0 07 Jun 2024
NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise Zhonghao Wang Danyu Sun Sheng Zhou Haobo Wang Jiapei Fan Longtao Huang Jiajun Bu NoLa 60 3 0 06 Jun 2024