Lightweight Vision-Language Incident QA for Smart-City Traffic Monitoring with Uncertainty-Calibrated Explanations Elena Zhou EIRA Journal of Multidisciplinary Research and Development (EIRAJMRD) https://doi.org/10.5281/zenodo.21609762 Download PDF Published: Sunday, 26 July 2026 Volume: Volume 2, Issue 4 (2026) Section: Articles Abstract Smart-city traffic monitoring increasingly requires systems that answer operational questions about unusual road-user behavior while exposing uncertainty. […]