From Prompts to Pavement Through Time: Temporal Grounding in Agentic Scene-to-Plan Reasoning. - Ahmed Y. Gado; Omar Y. Goba; Alaa Hassanein; Catherine M. Elias; Ahmed Hussein (CoRR, 2026)