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ResearchFormerly WizWand

Anomaly Detection on Vowels (AUC-ROC)

0.9935AUC-ROCNPT-AD
0.5040760.6311380.75820.885262Oct 4, 2025Oct 8, 2025Oct 12, 2025Oct 16, 2025Oct 20, 2025Oct 24, 2025Oct 28, 2025
Updated 4mo ago

Evaluation results

MethodLinks
NPT-AD2025.100.9935
LLM-DASMethod Variant=DRL2025.100.9869
AnoLLMModel Size=135M2025.100.982
LLM-DASMethod Variant=PCA2025.100.9656
KNNvalidation=5-fold cross-validation2025.100.962
AnoLLMModel Size=360M2025.100.938
LOFvalidation=5-fold cross-validation2025.100.934
CBLOFvalidation=5-fold cross-validation2025.100.928
WRPOvalidation=5-fold cross-validation2025.100.924
KPCAvalidation=5-fold cross-validation2025.100.922
Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.100.906
Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.100.904
OCSVMvalidation=5-fold cross-validation2025.100.894
KODvalidation=5-fold cross-validation2025.100.882
KDEvalidation=5-fold cross-validation2025.100.876
LOF2025.100.8564
DRL2025.100.8511
KNN2025.100.8174
DTE2025.100.8142
AutoEncoder2025.100.7905
IForestvalidation=5-fold cross-validation2025.100.79
RPDvalidation=5-fold cross-validation2025.100.79
KRPDvalidation=5-fold cross-validation2025.100.784
OCSVM2025.100.7557
ICL2025.100.702
MCM2025.100.6529
ECOD2025.100.6147
IForest2025.100.5902
DeepSVDD2025.100.5734
PCA2025.100.5229