2 papers
stat.ML2026
No Free Lunch: Non-Asymptotic Analysis of Prediction-Powered Inference
Pranav Mani, Peng Xu, Zachary C. Lipton +1
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 asy…
cs.CL2025
From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes
Karen Zhou, John Giorgi, Pranav Mani +3
AI-generated clinical notes are increasingly used in healthcare, but evaluating their quality remains a challenge due to high subjectivity and limited scalability of expert review.…