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2026
Decoupled multi-spatio-temporal fusion graph convolutional recurrent network for traffic prediction
Engineering Applications of Artificial Intelligence
2025
Exploring Causal Learning Through Graph Neural Networks: An In‐Depth Review
WIREs Data Mining and Knowledge Discovery
2025
Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
2025
MTEGCRN: Multi-scale temporal enhanced graph convolutional recurrent network for traffic prediction
Neurocomputing
2025
PSTCGCN: Principal spatio-temporal causal graph convolutional network for traffic flow prediction
Neural Computing and Applications
2025
MLSTAM: A multidimensional long-term spatio-temporal attention model for traffic flow forecasting by capturing time series correlations
Intelligent Data Analysis: An International Journal
2025
Delay propagation prediction of aviation network based on spatial-temporal dynamic interaction
Chinese Journal of Aeronautics
2025
A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification
Neural Networks
2025
Long-Term Traffic Flow Prediction: A Knowledge-Driven Graph Attention Spatio-Temporal Network
IEEE Transactions on Network and Service Management
2025
An efficient intelligent transportation system for traffic flow prediction using meta-temporal hyperbolic quantum graph neural networks
Scientific Reports
2024
2024 First International Conference on Software, Systems and Information Technology (SSITCON)
2024
FAST-CA: Fusion-based Adaptive Spatial–Temporal Learning with Coupled Attention for airport network delay propagation prediction
Information Fusion
2024
Transformer model-based multi-scale fine-grained identification and classification of regional traffic states
PeerJ Computer Science
2024
Dynamic multiple-graph spatial-temporal synchronous aggregation framework for traffic prediction in intelligent transportation systems
PeerJ Computer Science
2024
Advances in Geospatial Technologies
2024
2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)
2024
Are Graphs and GCNs necessary for short-term metro ridership forecasting?
Expert Systems with Applications
2024
Proceedings of the 17th ACM International Conference on Web Search and Data Mining
2023
Fault-Tolerant Consensus Control of Positive Networked Systems
Electronics