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Prior laundering: learned priors with inherited, undetectable overconfidence
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Research identifies 'prior laundering' in generative models using legacy reconstructions, leading to unearned, undetectable overconfidence in posterior uncertainty.
Open sourceOneBench interpretation
Institutional assessment
So what
AI models trained on 'laundered' priors risk undetectable overconfidence, directly impacting model validation and reliability for financial decisions.
Do what
Brief your model validation and risk teams on 'prior laundering' and its implications for uncertainty quantification.