Preprint Open access
VLALight: Lightweight Vision-Language-Action Models for Emergency-Aware Traffic Signal Control
Traffic signal control (TSC) is essential for mitigating urban congestion. Recent advances in vision-language models (VLMs) enable richer interpretation of intersection scenes, opening new opportunities for visual-context-aware TSC. However, the loose coupling and repeated information conversion between modules can lea …