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most citedConformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression

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cs.LG2025

Direct Prediction Set Minimization via Bilevel Conformal Classifier Training

Yuanjie Shi, Hooman Shahrokhi, Xuesong Jia +3

Conformal prediction (CP) is a promising uncertainty quantification framework which works as a wrapper around a black-box classifier to construct prediction sets (i.e., subset of c…

cs.LG2025★ 1 cited

Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression

Hooman Shahrokhi, Devjeet Raj Roy, Yan Yan +2

We consider the problem of generating valid and small prediction sets by sampling outputs (e.g., software code and natural language text) from a black-box deep generative model for…