Transfer Calibrated Prediction Powered Inference
Prediction-powered inference (PPI) and its power-tuned extension (PPI++) improve confidence intervals by combining a small gold-standard labeled sample with a large AI model's predictions. Its efficiency gain relies on low residual variance, which may not hold if the predictor is pre-trained on a different source domai...
Aditya T. Vadlamani, Jae Ho Chang, Srinivasan Parthasarathy et al.
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