Fair Decision Utility in Human-AI Collaboration: Interpretable Confidence Adjustment for Humans with Cognitive Disparities - Gao, Jiashi; Liu, Kexin; Guo, Xinwei; Zhou, Junlei; Zhang, Jiaxin; Zhao, Xiangyu; Chen, Guanhua; Yao, Xin; Wei, Xuetao (International Conference on Learning Representations, 2026)