From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in LVLMs. - Shenshen Li; Wenxin Meng; Lei Wang 185; Hao Yang; Chong Peng; Peng Yan; Fumin Shen; Jingkuan Song; Heng Tao Shen; Xing Xu 001 (ACL (Findings), 2025)