Dual-Stage Value-Guided Inference with Margin-Based Reward Adjustment for Fast and Faithful VLM Captioning - Deria, Ankan; Dukre, Adinath; tang, feilong; Atito, Sara; Roy, Sudipta; Awais, Muhammad; Khan, Muhammad Haris; Razzak, Imran (Advances in Neural Information Processing Systems, 2025)