Anthony Dontoh

Using realistic communication models reversed simulated traffic speed trends and more than doubled predicted hard-braking events, so researchers and transportation agencies can maintain existing simulation pipelines while accurately accounting for dense-traffic packet loss and denial-of-service impacts.

Domain-specific instruction tuning can transform general vision-language models into expert systems capable of comprehensive and standardized infrastructure assessment.