Agentic Test-Time Scaling for WebAgents. - Nicholas Lee; Lutfi Eren Erdogan; Chris Joseph John; Surya Krishnapillai; Michael W. Mahoney; Kurt Keutzer; Amir Gholami (CoRR, 2026)