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ResearchFormerly WizWand

Anomaly Detection on Glass

0.9109AUC-ROCLLM-DAS
0.4638040.5798770.695950.812023Oct 4, 2025Oct 24, 2025Nov 14, 2025Dec 5, 2025Dec 26, 2025Jan 16, 2026Feb 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LLM-DASMethod Variant=PCA2025.100.9109
LLM-DASMethod Variant=DRL2025.100.9061
Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.100.881
Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.100.878
ICL2026.020.835
ICL2025.100.835
AnoLLMModel Size=135M2025.100.819
KNNvalidation=5-fold cross-validation2025.100.812
WRPOvalidation=5-fold cross-validation2025.100.81
AnoLLMModel Size=360M2025.100.797
NPT-AD2025.100.7875
KPCAvalidation=5-fold cross-validation2025.100.749
RPDvalidation=5-fold cross-validation2025.100.746
OCSVMvalidation=5-fold cross-validation2025.100.732
KDEvalidation=5-fold cross-validation2025.100.727
CBLOFvalidation=5-fold cross-validation2025.100.727
MCM2026.020.7225
MCM2025.100.7225
KRPDvalidation=5-fold cross-validation2025.100.72
LOFvalidation=5-fold cross-validation2025.100.71
ICAD-LLMMethod Category=Task-Specific2025.120.705
DRL2025.100.6969
DTE2026.020.6964
DTE2025.100.6964
MCMMethod Category=Task-Specific2025.120.6934
IForestvalidation=5-fold cross-validation2025.100.693
DAGMMMethod Category=Task-Specific2025.120.6857
DRL2026.020.6828
CTADBase Detector=DRL2026.020.6828
ICAD-LLMMethod Category=Universal2025.120.6695
GOADMethod Category=Task-Specific2025.120.6509
IForestMethod Category=Task-Specific2025.120.648
UniADMethod Category=Universal2025.120.6396
NeuTraLAD2026.020.6312
ECOD2026.020.6235
ECOD2025.100.6235
CTADBase Detector=KNN2026.020.6224
KNN2026.020.6141
KNN2025.100.6141
CTADBase Detector=MCM2026.020.6117
AutoEncoder2026.020.6088
AutoEncoder2025.100.6088
NeuTraL ADMethod Category=Universal2025.120.5801
IForest2026.020.5771
IForest2025.100.5771
GOAD2026.020.5741
LOF2025.100.562
DeepSVDD2026.020.5566
DeepSVDD2025.100.5566
OCSVM2026.020.548
PCA2026.020.548
OCSVM2025.100.548
PCA2025.100.548
ACRMethod Category=Universal2025.120.5235
KODvalidation=5-fold cross-validation2025.100.481