Classification with expert deferral on CIFAR-10 redundant expert suite (val) benchmark leaderboard · SOTA2 Research

Classification with expert deferral on CIFAR-10 redundant expert suite (val)

91.9System AccuracyDecoupled

Evaluation Results

Method	Links
Decoupled2026.04		91.9	0.081	90.9	96.1
Decoupled2026.04		91.9	0.081	90.8	95.7
Decoupled2026.04		91.8	0.082	90.9	96.1
Classifier only2026.04		91.1	0.089	91.1	100
Classifier only2026.04		91	0.09	91	100
Classifier only2026.04		90.8	0.092	90.8	100
OvA2026.04		90.1	0.099	87.5	85.7
OvA2026.04		89	0.11	85.9	82.9
OvA2026.04		88	0.12	84.4	79.8
A-SM2026.04		86	0.14	83.1	77.4
PiCCE2026.04		86	0.14	89.5	63.3
PiCCE2026.04		85.9	0.141	88	63.6
PiCCE2026.04		85.8	0.142	88.8	61.6
A-SM2026.04		82.7	0.174	77.2	66.2
Add. CE2026.04		81.5	0.185	90.2	52.9
Add. CE2026.04		79	0.21	89.5	50.2
A-SM2026.04		78.3	0.218	68	48.4
Add. CE2026.04		71.2	0.288	87.2	30.5
Mao252026.04		70.3	0.297	10.5	0
Mao252026.04		70.3	0.297	11.1	0
Mao252026.04		70.3	0.297	10.5	0