Open access
Jul 2026
A Physics-Informed Neural Network for Graph-Based Network Traffic Prediction
This work presents a systematic PINTP framework for graph topology network traffic prediction, achieving competitive prediction accuracy with high parameter efficiency and a degree of physical interpretability, which helps address several limitations of traditional data-driven models.
Yuhao Zhang, Yuhao Feng, Suyu Zhang et al.
· Electronics · 0 citations