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.
Convolutional networks for images, speech, and time series,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.