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ResearchFormerly WizWand

Learning to Defer on ImageNet varying-accuracy synthetic expert (val)

41.18ErrorPiCCE-CE
40.216446.720753.22559.7293Feb 19, 2026
Updated 8mo ago

Evaluation results

MethodLinks
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=12, Backbone=ResNet-182026.0241.1890.01
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=16, Backbone=ResNet-182026.0241.2190.07
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=8, Backbone=ResNet-182026.0241.2889.93
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=20, Backbone=ResNet-182026.0241.3990.1
PiCCE-CELoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=4, Backbone=ResNet-182026.0241.8790.02
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=4, Backbone=ResNet-182026.0242.1289.4
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=20, Backbone=ResNet-182026.0242.1389.24
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=16, Backbone=ResNet-182026.0242.1489.32
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=8, Backbone=ResNet-182026.0242.3589.51
PiCCE-OvALoss Formulation=PiCCE, Expert Pattern=Varying-Acc Dog Expert, #Exp=12, Backbone=ResNet-182026.0242.5189.26
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=4, Backbone=ResNet-182026.0242.5889.21
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=8, Backbone=ResNet-182026.0244.2788.82
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=4, Backbone=ResNet-182026.0245.0388.24
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=12, Backbone=ResNet-182026.0246.2888.27
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=16, Backbone=ResNet-182026.0247.0288.71
CELoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=20, Backbone=ResNet-182026.0247.9887.81
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=8, Backbone=ResNet-182026.0252.3886.71
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=12, Backbone=ResNet-182026.0258.1385.16
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=16, Backbone=ResNet-182026.0261.0284.54
OvALoss Formulation=Vanilla, Expert Pattern=Varying-Acc Dog Expert, #Exp=20, Backbone=ResNet-182026.0265.2783.81