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ResearchFormerly WizWand

Conformal Prediction on CIFAR10 (test)

0Median Prediction Set SizeSCP
-0.0384960.2213520.48120.741048Sep 4, 2025
Updated 5mo ago

Evaluation results

MethodLinks
SCPTransductive size (n)=3, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.0900.277380—
TSCPTransductive size (n)=3, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.0900.249558—
TSCPn (transductive size)=3, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.1659—861.9206
TSCPn (transductive size)=6, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.1836—901.9853
TSCPn (transductive size)=9, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.1878—922.0876
SCPn (transductive size)=3, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.2824—922.9025
APSn (transductive size)=3, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.2912—922.9224
APSn (transductive size)=6, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.3119—963.1277
SCPn (transductive size)=6, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.3152—883.1617
SCPn (transductive size)=9, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.3162—843.1944
APSn (transductive size)=9, alpha=0.1, noise level (1-epsilon)=0.9, Backbone=ResNet202025.090.3183—903.1917
APSTransductive size (n)=3, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.090.33330.65282—
TSCPTransductive size (n)=6, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.090.48450.526770—
SCPTransductive size (n)=6, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.090.59750.771562—
TSCPTransductive size (n)=9, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.090.62710.758474—
APSTransductive size (n)=6, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.090.74861.456674—
SCPTransductive size (n)=9, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.090.95881.828782—
APSTransductive size (n)=9, α=0.3, Noise level (1-ϵ)=0.98, Backbone=ResNet202025.090.96242.261774—