arXiv · Statistics Machine Learning· Nektarios Kalampalikis, Pablo M. Olmos, Isabel Valera·Oct 12, 2026, 12:00· 3 hr agoAI score30

一次完成校准：联合学习高精度且校准良好的神经网络

Calibration in One Go: Jointly Learning Accurate and Calibrated Neural Networks

AI brief

论文提出用双层 Stackelberg 框架将标准 post-hoc 校准器与主干网络端到端联合训练，无需单独校准集或专用校准损失，仅新增校准器学习率一个超参数。