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Learning to Defer on CIFAR-100 Animal Expert

18.11Error RatePiCCE-CE
17.91819.21420.5121.806Feb 19, 2026

Evaluation results

MethodLinks
PiCCE-CENumber of Experts=202026.0218.1178.33
PiCCE-CENumber of Experts=162026.0218.1679.14
PiCCE-CENumber of Experts=122026.0218.1977.43
PiCCE-CENumber of Experts=82026.0218.2176.35
PiCCE-CENumber of Experts=42026.0218.3277.5
CELoss Formulation=Vanilla, Number of Experts=42026.0218.4874.58
PiCCE-OvANumber of Experts=202026.0218.6386.69
PiCCE-OvANumber of Experts=162026.0218.787.11
PiCCE-OvANumber of Experts=122026.0218.8686.89
CELoss Formulation=Vanilla, Number of Experts=82026.0218.9174.35
PiCCE-OvANumber of Experts=82026.0218.9886.83
CELoss Formulation=Vanilla, Number of Experts=122026.0219.0875.18
PiCCE-OvANumber of Experts=42026.0219.186.43
CELoss Formulation=Vanilla, Number of Experts=162026.0219.1476.39
OvALoss Formulation=Vanilla, Number of Experts=42026.0219.4683.72
OvALoss Formulation=Vanilla, Number of Experts=82026.0220.0983.3
OvALoss Formulation=Vanilla, Number of Experts=122026.0220.782.67
CELoss Formulation=Vanilla, Number of Experts=202026.0221.1373.57
OvALoss Formulation=Vanilla, Number of Experts=162026.0221.8483.09
OvALoss Formulation=Vanilla, Number of Experts=202026.0222.9177.71