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ResearchFormerly WizWand

Learning to Defer on CIFAR-100 varying-accuracy synthetic expert (test)

18.09Error RatePiCCE-CE
17.770419.927722.08524.2423Feb 19, 2026
Updated 8mo ago

Evaluation results

MethodLinks
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=20, Backbone=ResNet-182026.0218.0978.45
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=16, Backbone=ResNet-182026.0218.1378.65
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=12, Backbone=ResNet-182026.0218.2178.09
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=8, Backbone=ResNet-182026.0218.3877.76
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=4, Backbone=ResNet-182026.0218.477.16
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=20, Backbone=ResNet-182026.0218.6985.78
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=16, Backbone=ResNet-182026.0218.8385.85
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=12, Backbone=ResNet-182026.0218.8885.99
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=8, Backbone=ResNet-182026.0218.9585.1
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=4, Backbone=ResNet-182026.0218.9675.34
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Animal Expert, #Exp=4, Backbone=ResNet-182026.0219.0186.33
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=4, Backbone=ResNet-182026.0219.0785.04
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=8, Backbone=ResNet-182026.0219.5676.59
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=12, Backbone=ResNet-182026.0220.1875.31
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=8, Backbone=ResNet-182026.0220.6584.27
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=16, Backbone=ResNet-182026.0222.4676.1
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=20, Backbone=ResNet-182026.0222.5676.13
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=12, Backbone=ResNet-182026.0222.6583.8
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=16, Backbone=ResNet-182026.0224.7779.21
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Animal Expert, #Exp=20, Backbone=ResNet-182026.0226.0878.02