AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting

IEEE Access (IEEE Access), 2020

22 November 2020

Papers citing "AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting"

21 / 21 papers shown

MGTS-Net: Exploring Graph-Enhanced Multimodal Fusion for Augmented Time Series Forecasting

148

18 Oct 2025

Multi-Level Service Performance Forecasting via Spatiotemporal Graph Neural Networks

177

09 Aug 2025

PGT-I: Scaling Spatiotemporal GNNs with Memory-Efficient Distributed Training

Shivaram Venkataraman

GNN

451

15 Jul 2025

A Time-Enhanced Data Disentanglement Network for Traffic Flow ForecastingInternational Conference on Intelligent Computing (ICIC), 2025

218

03 Jun 2025

FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs

319

02 Apr 2025

Efficient Traffic Prediction Through Spatio-Temporal DistillationAAAI Conference on Artificial Intelligence (AAAI), 2025

361

15 Jan 2025

ProGen: Revisiting Probabilistic Spatial-Temporal Time Series Forecasting from a Continuous Generative Perspective Using Stochastic Differential Equations

319

02 Nov 2024

Machine Learning on Dynamic Functional Connectivity: Promise, Pitfalls, and Interpretations

263

17 Sep 2024

Context-aware knowledge graph framework for traffic speed forecasting using graph neural network

345

25 Jul 2024

A Survey of Generative Techniques for Spatial-Temporal Data Mining

...

285

15 May 2024

Counterfactual Explanations for Deep Learning-Based Traffic Forecasting

366

01 May 2024

Exploiting Individual Graph Structures to Enhance Ecological Momentary Assessment (EMA) Forecasting

Mandani Ntekouli

Gerasimos Spanakis

L. Waldorp

A. Roefs

195

28 Mar 2024

LSTTN: A Long-Short Term Transformer-based Spatio-temporal Neural Network for Traffic Flow Forecasting

294

25 Mar 2024

CAT: A Causally Graph Attention Network for Trimming Heterophilic GraphInformation Sciences (Inf. Sci.), 2023

407

14 Dec 2023

ChatTraffic: Text-to-Traffic Generation via Diffusion Model

313

27 Nov 2023

STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph

307

30 Oct 2022

DeepGraphONet: A Deep Graph Operator Network to Learn and Zero-shot Transfer the Dynamic Response of Networked SystemsIEEE Systems Journal (IEEE Syst. J.), 2022

275

21 Sep 2022

AST-GIN: Attribute-Augmented Spatial-Temporal Graph Informer Network for Electric Vehicle Charging Station Availability Forecasting

198

07 Sep 2022

A Spatial-temporal Graph Deep Learning Model for Urban Flood Nowcasting Leveraging Heterogeneous Community FeaturesScientific Reports (Sci Rep), 2021

383

09 Nov 2021

Graph Neural Network for Traffic Forecasting: A SurveyExpert systems with applications (ESWA), 2021

Weiwei Jiang

Jiayun Luo

GNN AI4TS AI4CE

874

1,189

27 Jan 2021

KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic Forecasting

345

140

26 Nov 2020