Anomaly Detection on Annthyroid (AUC-PR)
76.18AUC-PRLLM-DAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM-DASVariant=DRL2025.10 | 76.18 | |
| DRL2025.10 | 67.61 | |
| LLM-DASVariant=PCA2025.10 | 66.02 | |
| AnoLLMModel Scale=360M2025.10 | 64.8 | |
| AnoLLMModel Scale=35M2025.10 | 63.1 | |
| DTE2025.10 | 62.88 | |
| NPT-AD2025.10 | 62 | |
| IForest2025.10 | 61.49 | |
| PCA2025.10 | 56.57 | |
| AutoEncoder2025.10 | 52.91 | |
| LOF2025.10 | 45.13 | |
| ICL2025.10 | 41.14 | |
| ECOD2025.10 | 40.02 | |
| KNN2025.10 | 35.25 | |
| DeepSVDD2025.10 | 32.35 | |
| MCM2025.10 | 32.15 | |
| OCSVM2025.10 | 18.31 | |
| DTE-CFramework Source=Baseline from [27]2026.06 | 0.67 | |
| PlanarFlowFramework Source=Baseline from [27]2026.06 | 0.654 | |
| MCDFramework Source=Baseline from [27]2026.06 | 0.503 | |
| DTE-IGFramework Source=Baseline from [27]2026.06 | 0.38 | |
| IForestFramework Source=Baseline from [27]2026.06 | 0.312 | |
| DDPMFramework Source=Baseline from [27]2026.06 | 0.297 | |
| ECODFramework Source=Baseline from [27]2026.06 | 0.272 | |
| HBOSFramework Source=Baseline from [27]2026.06 | 0.228 | |
| DTE-NPFramework Source=Baseline from [27]2026.06 | 0.228 | |
| kNNFramework Source=Baseline from [27]2026.06 | 0.224 | |
| FeatureBaggingFramework Source=Baseline from [27]2026.06 | 0.206 | |
| PCAFramework Source=Baseline from [27]2026.06 | 0.196 | |
| DeepSVDDFramework Source=Baseline from [27]2026.06 | 0.192 | |
| OCSVMFramework Source=Baseline from [27]2026.06 | 0.188 | |
| DROCCFramework Source=Baseline from [27]2026.06 | 0.186 | |
| OursMethod Variant=w/ ALTBI, Framework Source=Implemented in current framework2026.06 | 0.181 | |
| COPODFramework Source=Baseline from [27]2026.06 | 0.174 | |
| CBLOFFramework Source=Baseline from [27]2026.06 | 0.169 | |
| LOFFramework Source=Baseline from [27]2026.06 | 0.163 | |
| ALTBIFramework Source=Implemented in current framework2026.06 | 0.156 | |
| ODIMFramework Source=Implemented in current framework2026.06 | 0.154 | |
| GOADFramework Source=Baseline from [27]2026.06 | 0.131 | |
| ICLFramework Source=Baseline from [27]2026.06 | 0.123 | |
| DAGMMFramework Source=Baseline from [27]2026.06 | 0.109 | |
| LODAFramework Source=Baseline from [27]2026.06 | 0.098 |