2 papers
cs.LG2026
Capacity-Aware Deep Learning for Generalizable Traffic Volume Estimation Across Links and Cities
Léo Hein, Giovanni De Nunzio, Aurélie Pirayre +1
Network-wide traffic volume estimation typically relies on propagating measurements from fixed sensors, making performance highly dependent on sensor density and limiting deploymen…
cs.LG2025
Network-Wide Traffic Volume Estimation from Speed Profiles using a Spatio-Temporal Graph Neural Network with Directed Spatial Attention
Léo Hein, Giovanni de Nunzio, Giovanni Chierchia +2
Existing traffic volume estimation methods typically address either forecasting traffic on sensor-equipped roads or spatially imputing missing volumes using nearby sensors. While f…