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ResearchFormerly WizWand

Tabular Anomaly Detection on Ionosphere

99.21AUC-ROCCTAD
9.239632.597355.95579.3127Dec 1, 2025Dec 27, 2025Jan 23, 2026Feb 19, 2026Mar 18, 2026Apr 14, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CTADBase Detector=DRL2026.0299.21
ICAD-LLMMethod Category=Task-Specific2025.1299.18
DRL2026.0298.41
DTE2026.0298
ICAD-LLMMethod Category=Universal2025.1297.64
MCM2026.0297.26
ICL2026.0297.1
MCMMethod Category=Task-Specific2025.1296.91
CTADBase Detector=MCM2026.0296.87
IForest2026.0296.83
ICL2026.0296.6
DeepSVDD2026.0296.4
ECOD2026.0295.69
TTAD2026.0595.46
DTE2026.0295.42
SLAD2026.0295.4
NeuTral2026.0295.4
NeuTraLAD2026.0294.53
CTADBase Detector=KNN2026.0293.31
KNN2026.0293.3
GOAD2026.0292.6
KNN2026.0291.67
RCA2026.0291
SODlabeled outliers=52025.1290
GOAD2026.0289.93
GOADMethod Category=Task-Specific2025.1289.26
PCA2026.0288.1
OCSVM2026.0287.65
PCA2026.0287.65
DeepSVDD2026.0285.52
REPENlabeled outliers=52025.1284.6
IForestlabeled outliers=52025.1284.3
IForest2026.0284.1
DeepSADlabeled outliers=52025.1281.8
DRL2026.0581.12
ACRMethod Category=Universal2025.1280.94
MCM2026.0578.85
CODlabeled outliers=52025.1278.5
WFRDAlabeled outliers=52025.1278.4
DeepSVDDlabeled outliers=52025.1277
ECOD2026.0276.1
NeuTraL ADMethod Category=Universal2025.1275.75
IForestMethod Category=Task-Specific2025.1275.59
DIF2026.0575.59
RTTAD2026.0574.46
ECODlabeled outliers=52025.1272.8
EPHAD2026.0571.77
LUNAR2026.0570.48
DAGMMMethod Category=Task-Specific2025.1269.49
SLAD2026.0568.85
UniADMethod Category=Universal2025.1266.08
Iforest2026.0565.87
OCSVM2026.0565.87
REPEN2026.0265
LOF2026.0564.07
ICL2026.0563.71
DevNetlabeled outliers=52025.1263.7
NeuTraLAD2026.0563.42
GOAD2026.0562.88
AutoEncoder2026.0262.31
FEAWADlabeled outliers=52025.1261.7
PReNetlabeled outliers=52025.1259.7
ECOD2026.0556.64
DeepSVDD2026.0555.01
CausalTAD-135Mbackbone=SmolLM-135M2026.0225.2
AnoLLM-135Mbackbone=SmolLM-135M2026.0212.7