Nadav Voloch

Accurate ETA Prediction Using Dynamic Route-Aware Graph Neural Networks for Improved Urban Mobility and Well-Being

This work examines whether a vehicle-centered dynamic graph with route awareness with explicit route state improves ETA prediction, and presents DSTRA-GNN (Dynamic Spatio-Temporal Route-Aware GNN), which integrates vehicle-level dynamics and route intent in a Mixture-of-Experts framework.