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ResearchFormerly WizWand

Anomaly Detection on Annthyroid (AUC-PR)

76.18AUC-PRLLM-DAS
-2.9452817.5968638.13958.68114Oct 4, 2025Nov 17, 2025Jan 1, 2026Feb 15, 2026Mar 31, 2026May 15, 2026Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LLM-DASVariant=DRL2025.1076.18
DRL2025.1067.61
LLM-DASVariant=PCA2025.1066.02
AnoLLMModel Scale=360M2025.1064.8
AnoLLMModel Scale=35M2025.1063.1
DTE2025.1062.88
NPT-AD2025.1062
IForest2025.1061.49
PCA2025.1056.57
AutoEncoder2025.1052.91
LOF2025.1045.13
ICL2025.1041.14
ECOD2025.1040.02
KNN2025.1035.25
DeepSVDD2025.1032.35
MCM2025.1032.15
OCSVM2025.1018.31
DTE-CFramework Source=Baseline from [27]2026.060.67
PlanarFlowFramework Source=Baseline from [27]2026.060.654
MCDFramework Source=Baseline from [27]2026.060.503
DTE-IGFramework Source=Baseline from [27]2026.060.38
IForestFramework Source=Baseline from [27]2026.060.312
DDPMFramework Source=Baseline from [27]2026.060.297
ECODFramework Source=Baseline from [27]2026.060.272
HBOSFramework Source=Baseline from [27]2026.060.228
DTE-NPFramework Source=Baseline from [27]2026.060.228
kNNFramework Source=Baseline from [27]2026.060.224
FeatureBaggingFramework Source=Baseline from [27]2026.060.206
PCAFramework Source=Baseline from [27]2026.060.196
DeepSVDDFramework Source=Baseline from [27]2026.060.192
OCSVMFramework Source=Baseline from [27]2026.060.188
DROCCFramework Source=Baseline from [27]2026.060.186
OursMethod Variant=w/ ALTBI, Framework Source=Implemented in current framework2026.060.181
COPODFramework Source=Baseline from [27]2026.060.174
CBLOFFramework Source=Baseline from [27]2026.060.169
LOFFramework Source=Baseline from [27]2026.060.163
ALTBIFramework Source=Implemented in current framework2026.060.156
ODIMFramework Source=Implemented in current framework2026.060.154
GOADFramework Source=Baseline from [27]2026.060.131
ICLFramework Source=Baseline from [27]2026.060.123
DAGMMFramework Source=Baseline from [27]2026.060.109
LODAFramework Source=Baseline from [27]2026.060.098