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Umberto Picchini

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Preprint Sep 2026

Amortized ratio-estimation importance sampling and localized simulation-based calibration for intractable likelihoods

A sequential procedure to estimate the posterior is developed, incorporating an importance sampling step that introduces a locally amortized likelihood-to-evidence ratio estimator, which provides a graphical diagnostic of calibration over neighborhoods that are deliberately broader than the available posterior.

Umberto Picchini · 0 citations

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