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ResearchFormerly WizWand

Outlier Detection on Breastw

0.9972AUC-PRLLM-DAS
0.548960.665330.78170.89807Oct 4, 2025Nov 9, 2025Dec 16, 2025Jan 21, 2026Feb 27, 2026Apr 4, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LLM-DASVariant=DRL2025.100.9972
DRL2025.100.9966
LLM-DASVariant=PCA2025.100.9956
MCM2025.100.9952
OCSVM2025.100.9934
PCA2025.100.9934
DeepSVDD2025.100.9924
LOF2025.100.9923
RTTADk=32026.050.9921
WFRDALabeled Outliers=52025.120.992
AnoLLMModel Scale=360M2025.100.992
MCMk=32026.050.9911
ECODLabeled Outliers=52025.120.991
GDOFLabeled Outliers=52025.120.991
AnoLLMModel Scale=35M2025.100.991
AutoEncoder2025.100.9896
REPENLabeled Outliers=52025.120.987
GOADk=32026.050.986
ECODlabeled_outliers=52025.120.984
TTADk=32026.050.9836
NPT-AD2025.100.9813
WFRDAlabeled_outliers=52025.120.979
LUNARLabeled Outliers=52025.120.974
DIFk=32026.050.9737
KNN2025.100.9712
CODlabeled_outliers=52025.120.969
REPENlabeled_outliers=52025.120.967
ICL2025.100.9656
LUNARk=32026.050.9644
SLADk=32026.050.9569
ECOD2025.100.9522
IForestlabeled_outliers=52025.120.945
IForest2025.100.9449
DRLk=32026.050.9302
DeepSVDDLabeled Outliers=52025.120.924
DTE2025.100.8825
SODlabeled_outliers=52025.120.861
EPHADk=32026.050.8588
Iforestk=32026.050.8536
ICLk=32026.050.8508
FEAWADlabeled_outliers=52025.120.839
DeepSADLabeled Outliers=52025.120.838
FEAWADLabeled Outliers=52025.120.827
DeepSVDDk=32026.050.8256
DeepSVDDlabeled_outliers=52025.120.805
DevNetlabeled_outliers=52025.120.791
LOFk=32026.050.7818
DeepSADlabeled_outliers=52025.120.777
OCSVMk=32026.050.7656
DevNetLabeled Outliers=52025.120.764
ECODk=32026.050.7581
DIFLabeled Outliers=52025.120.748
PReNetlabeled_outliers=52025.120.735
PReNetLabeled Outliers=52025.120.704
NeuTraLADk=32026.050.5662