Closed bnord closed 7 months ago
. In this paper, we introduce ‘Tests of Accuracy with Random Points’ (TARP) coverage testing as a method to estimate coverage probabilities of generative posterior estimators. Our method differs from previously-existing coverage based methods, which require posterior evaluations. We prove that our approach is necessary and sufficient to show that a posterior estimator is accurate.
codebase: https://github.com/Ciela-Institute/tarp not yet tested
https://arxiv.org/abs/2302.03026