Valentin Kilian

Anytime-valid, Bayes-assisted, Prediction-Powered Inference

Given a large pool of unlabelled data and a smaller amount of labels, prediction-powered inference (PPI) leverages machine learning predictions to increase the statistical efficiency of confidence interval procedures based solely on labelled data, while preserving fixed-time validity. In this paper,…