A non-linear transformation of cosine similarities in localized conformal prediction for VLMs yields statistically significant reductions in mean set sizes while conserving marginal coverage guarantees.
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Localized Conformal Prediction for Image Classification with Vision-Language Models
A non-linear transformation of cosine similarities in localized conformal prediction for VLMs yields statistically significant reductions in mean set sizes while conserving marginal coverage guarantees.