Think Twice, Act Once: Verifier-Guided Action Selection For Embodied Agents. - Nishad Singhi; Christian Bialas; Snehal Jauhri; Vignesh Prasad; Georgia Chalvatzaki; Marcus Rohrbach; Anna Rohrbach (CoRR, 2026)