Beyond Data Splitting: Full-Data Conformal Prediction by Differential Privacy

Young Hyun Cho, Jordan Awan

Privacy protection and uncertainty quantification are increasingly important in data-driven decision making. Conformal prediction provides finite-sample marginal coverage, but exis…