A score-based diffusion model estimates joint likelihoods of inputs and regression predictions to detect out-of-distribution cases in scientific tasks, with the likelihood correlating to prediction error.
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Towards a Certificate of Trust: Task-Aware OOD Detection for Scientific AI
A score-based diffusion model estimates joint likelihoods of inputs and regression predictions to detect out-of-distribution cases in scientific tasks, with the likelihood correlating to prediction error.