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Learning to Defer on CIFAR-100 Clean

70.16AccuracyConf
65.209666.494867.7869.0652May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ConfDeferral Rate=50%2026.0570.16
Estimate-MaxProbDeferral Rate=50%2026.0570.13
DRCPE (GCE)Deferral Rate=50%2026.0570.12
DRCPE (Prob01)Deferral Rate=50%2026.0570.07
Estimate-Diff01Deferral Rate=50%2026.0569.93
DRCPE (GCE)Deferral Rate=75%2026.0569.84
Estimate-MaxProbDeferral Rate=75%2026.0569.79
DRCPE (Prob01)Deferral Rate=75%2026.0569.73
Estimate-Diff01Deferral Rate=75%2026.0569.72
ConfDeferral Rate=75%2026.0569.64
TwoStage-ExpDeferral Rate=75%2026.0569.18
DRCPE (GCE)Deferral Rate=25%2026.0568.54
DRCPE (Prob01)Deferral Rate=25%2026.0568.54
Estimate-MaxProbDeferral Rate=25%2026.0568.53
Estimate-Diff01Deferral Rate=25%2026.0568.5
ConfDeferral Rate=25%2026.0568.47
TwoStage-ExpDeferral Rate=50%2026.0568.41
RandomDeferral Rate=75%2026.0568.34
ConfDeferral Rate=20%2026.0568.21
DRCPE (Prob01)Deferral Rate=20%2026.0568.07
DRCPE (GCE)Deferral Rate=20%2026.0568.03
Estimate-MaxProbDeferral Rate=20%2026.0568.01
Estimate-Diff01Deferral Rate=20%2026.0567.98
ConfDeferral Rate=15%2026.0567.58
DRCPE (Prob01)Deferral Rate=15%2026.0567.58
Estimate-MaxProbDeferral Rate=15%2026.0567.56
DRCPE (GCE)Deferral Rate=15%2026.0567.51
TwoStage-ExpDeferral Rate=25%2026.0567.39
Estimate-Diff01Deferral Rate=15%2026.0567.38
RandomDeferral Rate=50%2026.0567.29
TwoStage-ExpDeferral Rate=20%2026.0567.14
Estimate-MaxProbDeferral Rate=10%2026.0566.98
TwoStage-ExpDeferral Rate=15%2026.0566.93
DRCPE (Prob01)Deferral Rate=10%2026.0566.84
Estimate-Diff01Deferral Rate=10%2026.0566.79
DRCPE (GCE)Deferral Rate=10%2026.0566.74
ConfDeferral Rate=10%2026.0566.67
TwoStage-ExpDeferral Rate=10%2026.0566.45
RandomDeferral Rate=25%2026.0566.24
Estimate-MaxProbDeferral Rate=5%2026.0566.22
ConfDeferral Rate=5%2026.0566.14
DRCPE (Prob01)Deferral Rate=5%2026.0566.14
Estimate-Diff01Deferral Rate=5%2026.0566.12
RandomDeferral Rate=20%2026.0566.03
DRCPE (GCE)Deferral Rate=5%2026.0566.01
RandomDeferral Rate=15%2026.0565.82
TwoStage-ExpDeferral Rate=5%2026.0565.71
RandomDeferral Rate=10%2026.0565.61
RandomDeferral Rate=5%2026.0565.4