M. I. Bappi

Communication-Aware Adaptive Decentralized Traffic Signal Control via Broadcast gate

GNN-based multi-agent reinforcement learning (MARL) for adaptive traffic signal control typically assumes unrestricted neighbor communication at every decision step, with the cost of that messaging rarely measured. We propose a learned sparse communication gating framework in which each intersection decides, via a diff...