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cs.CV2026
Localized Conformal Prediction for Image Classification with Vision-Language Models
Clément Fuchs, Tim Bary, Benoît Macq
Conformal predictions have attracted significant attention in the field of uncertainty quantification, mainly because of their strong marginal coverage guarantees. Full conditional…
cs.CV2026
CADS: Conformal Adaptive Decision System for Cost-Efficient Image Classification
Mikael Turkoglu, Tim Bary, Vincent Thielens +2
While high-capacity AI models have advanced state-of-the-art performance, their practical deployment is often hindered by high inference costs, environmental impact, and a "one-siz…