2 papers
cs.LG2026
CAREF: Calibration-Aware Regularization for Explanation Faithfulness Without Rationale Supervision
Naphat Nithisopa, Teerapong Panboonyuen
We introduce CAREF, a parameter-efficient fine-tuning framework that jointly optimizes predictive accuracy and explanation faithfulness via calibration-aware regularization. At its…
cs.CV2025
DOTA: Deformable Optimized Transformer Architecture for End-to-End Text Recognition with Retrieval-Augmented Generation
Naphat Nithisopa, Teerapong Panboonyuen
Text recognition in natural images remains a challenging yet essential task, with broad applications spanning computer vision and natural language processing. This paper introduces…