Conformal Prediction on MNIST (Coverage and Length) benchmark leaderboard · SOTA2 Research

Conformal Prediction on MNIST (Coverage and Length)

99.4Coverage (alpha=0.025)CM

Evaluation Results

Method	Links
CM2025.12		99.4	96.1	97.7	96.7	1.125	0.975	1.009	0.988
CR2025.12		98	96.2	94.4	92.6	1.013	0.975	0.952	0.931
Logistic2025.12		97.6	95.1	92.6	90.2	1.394	1.109	1.012	0.956
RandomForest2025.12		97.6	95.1	92.6	90.1	1.027	0.97	0.936	0.908
HistGB2025.12		97.5	95	92.5	90.1	0.996	0.958	0.929	0.903
MLP2025.12		97.5	95	92.7	90.8	0.997	0.958	0.932	0.912
BL2025.12		97.5	95	92.5	90.1	0.996	0.958	0.929	0.903
SACP2025.12		97.5	95.1	92.6	90.1	0.991	0.956	0.929	0.904
Wagg2025.12		97.4	95	92.5	90.1	0.986	0.955	0.928	0.903
CSA2025.12		97.4	95.2	92.6	90	0.99	0.958	0.93	0.903
SACP++2025.12		97.4	94.8	92.3	89.7	0.988	0.954	0.927	0.9