A structured survey separates UQ methods from uncertainty measures, rates ensemble and single-pass families on cost and quality, and flags open gaps in efficient epistemic scoring and last-layer diversity.
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Uncertainty quantification for trustworthy deep learning: Methods and measures
A structured survey separates UQ methods from uncertainty measures, rates ensemble and single-pass families on cost and quality, and flags open gaps in efficient epistemic scoring and last-layer diversity.