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ResearchFormerly WizWand

Noisy label detection on CPU

0.86AUCLSH-Shapley
0.162160.343330.52450.70567Nov 13, 2022Jun 12, 2023Jan 10, 2024Aug 8, 2024Mar 8, 2025Oct 5, 2025May 5, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LSH-ShapleyN=8,192, d=212026.050.86
KNNN=8,192, d=212026.050.844
CS-SHAPLEYClassifier=SVM-RBF2022.110.808
CS-SHAPLEYClassifier=Logistic Regression2022.110.785
TMC-ShapleyClassifier=Logistic Regression2022.110.779
TMC-ShapleyClassifier=SVM-RBF2022.110.671
Beta ShapleyClassifier=Logistic Regression2022.110.654
DSN=8,192, d=212026.050.541
Beta ShapleyClassifier=SVM-RBF2022.110.516
DBN=8,192, d=212026.050.513
G-ShapleyN=8,192, d=212026.050.499
Leave-One-OutClassifier=Logistic Regression2022.110.207
Leave-One-OutClassifier=SVM-RBF2022.110.189