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ResearchFormerly WizWand

Classification on SOF (10-fold cross-validation)

90.38F1 ScoreCPTabKAN-Second Order
66.553672.739378.92585.1107Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CPTabKAN-Second OrderClass Balancing=Without2026.0690.3891.7791.39
CPTabKAN-First OrderClass Balancing=Without2026.0690.0792.4591.66
CPTabKAN-Second OrderClass Balancing=With2026.0689.0288.6990.3
CPTabKAN-First OrderClass Balancing=With2026.0687.3588.4988.69
GradientBoostingClass Balancing=Without2026.0684.7383.0988.7
VotingEnsembleClass Balancing=With2026.0684.6681.7488.18
LogisticRegressionClass Balancing=Without2026.0684.6481.5888.45
GradientBoostingClass Balancing=With2026.0684.6483.1887.1
Bi-GRUClass Balancing=Without2026.0684.5281.8889.23
LightGBMClass Balancing=Without2026.0684.4480.6189.25
XGBoostClassifierClass Balancing=With2026.0684.3782.987.37
DCNN-SBiLClass Balancing=Without2026.0684.3280.6988.97
LightGBMClass Balancing=With2026.0684.2482.4986.83
Bi-LSTMClass Balancing=Without2026.0684.280.8888.69
ExtremeRandomTreesClass Balancing=With2026.0684.0180.2388.45
KNNClass Balancing=Without2026.0683.5179.0388.71
XGBoostClassifierClass Balancing=Without2026.0683.5179.0388.71
VotingEnsembleClass Balancing=Without2026.0683.5179.0388.71
SVMClass Balancing=Without2026.0683.3778.9988.44
RandomForestClass Balancing=Without2026.0683.377988.44
ExtremeRandomTreesClass Balancing=Without2026.0683.3778.9988.44
RandomForestClass Balancing=With2026.0683.1784.3284.45
LogisticRegressionClass Balancing=With2026.0680.7484.9478.24
SVMClass Balancing=With2026.0679.4284.276.64
Bi-LSTMClass Balancing=With2026.0677.4180.1476.1
DCNN-SBiLClass Balancing=With2026.0676.6181.4775.07
Bi-GRUClass Balancing=With2026.0669.8478.9868.91
KNNClass Balancing=With2026.0667.4785.560