arXiv stat.ML
· Papers
No Free Lunch: Non-Asymptotic Analysis of Prediction-Powered Inference
arXiv:2505.20178v2 Announce Type: replace Abstract: Prediction-Powered Inference (PPI) is a popular strategy for combining gold-standard and possibly noisy pseudo-labels to perform statistical estimation. Prior work has shown an asymptotic enquote{free lunch} for PPI++, an adaptive form of PPI, showing that the texti