A posterior-risk definition of uncertainty that subsumes Bayesian and frequentist views is used to build a semi-synthetic GP benchmark with exact oracle aleatoric and epistemic targets.
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A Unified Risk View of Uncertainty: Posterior Risk for Disentanglement and Evaluation Beyond Proxies
A posterior-risk definition of uncertainty that subsumes Bayesian and frequentist views is used to build a semi-synthetic GP benchmark with exact oracle aleatoric and epistemic targets.