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Calibrated Predictive Distributions from Sample-Based Generators

Wang, Wen-Ting et al.
arXiv (All) · Papers
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methodology
Conditional generative models, including diffusion models and ensemble forecasters, often produce predictive samples without a tractable likelihood representation. Such sample-based predictive distributions can be systematically biased and poorly calibrated. We propose bias-corrected conformal proba
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