arxivcs.LGeess.SY2026-07-23
A Graph-Based Control Interface for Traffic Signals on Heterogeneous Road Networks
We present a traffic-signal control interface in which a shared graph neural network assigns scores to individual traffic movements. Each junction converts these scores into its own variable-sized set of legal signal phases using a deterministic incidence matrix. Directed corrido…