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Bayesian neural networks via mcmc: a python-based tutorial

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Position: There Is No Free Bayesian Uncertainty Quantification

stat.ML · 2025-06-04 · conditional · novelty 4.0

Bayesian updating is reframed as an optimization problem without inherent uncertainty quantification, and a PAC-style calibration step is proposed to give predictive intervals frequentist coverage.

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  • Position: There Is No Free Bayesian Uncertainty Quantification stat.ML · 2025-06-04 · conditional · none · ref 2

    Bayesian updating is reframed as an optimization problem without inherent uncertainty quantification, and a PAC-style calibration step is proposed to give predictive intervals frequentist coverage.