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ResearchFormerly WizWand

Transductive Conformal Prediction on MNIST

2.9187Efficiency RateAPS
0.2298840.9279421.6262.324058Sep 4, 2025
Updated 5mo ago

Evaluation results

MethodLinks
APSTransductive size (n)=9, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.092.91872.548192
SCPTransductive size (n)=9, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.092.89482.345490
APSTransductive size (n)=6, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.092.48831.542990
SCPTransductive size (n)=6, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.092.48651.297494
APSTransductive size (n)=3, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.091.0683084
SCPTransductive size (n)=3, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.090.9261094
TSCPTransductive size (n)=9, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.090.81330.637996
TSCPTransductive size (n)=6, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.090.7410.69588
TSCPTransductive size (n)=3, Backbone=LeNet5, Alpha (confidence level)=0.1, Noise level (1-epsilon)=0.982025.090.3333084