Calibration and Conformal Prediction

[hongxin001]

Thank you for the awesome course and collection. I'd like to introduce our work on Calibration and Conformal prediction: https://arxiv.org/abs/2402.05806, which is earlier than the one you collected. In addition to analyzing the effect of calibration on conformal prediction, we also propose a novel method of temperature scaling to improve conformal prediction. Our method is not conflict with confidence calibration as we can use different values of temperature for CP or calibration, respectively.