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ResearchFormerly WizWand

Noisy Label Detection on Covertype

0.766AUCTMC-Shapley
0.155520.314010.47250.63099Nov 13, 2022Jun 12, 2023Jan 9, 2024Aug 8, 2024Mar 7, 2025Oct 4, 2025May 4, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TMC-ShapleyClassifier=Logistic Regression2022.110.766
TDS-improvedDownstream model=LR2026.050.741
MS-TDSDownstream model=LR2026.050.738
TDSDownstream model=LR2026.050.721
CS-SHAPLEYClassifier=SVM-RBF2022.110.712
TMC-ShapleyDownstream model=LR2026.050.711
CS-SHAPLEYClassifier=Logistic Regression2022.110.706
MS-TDSDownstream model=NB2026.050.689
TMC-ShapleyDownstream model=NB2026.050.68
TDS-improvedDownstream model=NB2026.050.665
Beta-ShapleyDownstream model=LR2026.050.663
TDSDownstream model=NB2026.050.663
Beta ShapleyClassifier=Logistic Regression2022.110.653
Beta-ShapleyDownstream model=NB2026.050.631
TMC-ShapleyClassifier=SVM-RBF2022.110.618
Beta ShapleyClassifier=SVM-RBF2022.110.6
LOODownstream model=LR2026.050.525
LOODownstream model=NB2026.050.43
Leave-One-OutClassifier=SVM-RBF2022.110.196
Leave-One-OutClassifier=Logistic Regression2022.110.179