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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Mao-Yu Zhang

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Preprint Sep 2026

Beyond Point Predictions: Distribution-Informed Prediction-Powered Inference

Prediction-powered inference (PPI) typically relies on point predictions on unlabeled data. When predictive distributions are available as in a wide range of applications, including predictions from LLMs, we introduce distribution-informed prediction-powered inference (DiPPI), a general framework for further improving...

Mao-Yu Zhang, Jing-Fei Zhang, Xu-Ming He · 0 citations

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