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Conformal Prediction as Bayesian Quadrature

Official Outstanding PaperUncertainty estimation

Revisits conformal prediction from a Bayesian perspective on deployment risk. Bayesian quadrature represents plausible test-loss distributions beyond the information conveyed by frequentist guarantees alone.

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Overview

Revisits conformal prediction from a Bayesian perspective on deployment risk. Bayesian quadrature represents plausible test-loss distributions beyond the information conveyed by frequentist guarantees alone.

When reading the original paper, identify its problem, inputs, outputs, and methodological assumptions.

References

  1. Bibliographic source

ID: icml-2025-conformal-bayesian-quadrature · Last verified:

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