Anomaly Detection on arrhythmia (AUPRC)
72.98AUPRCLLM-DAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM-DASVariant=DRL2025.10 | 72.98 | |
| AnoLLMModel Scale=360M2025.10 | 64.2 | |
| EPHADk=32026.05 | 64.11 | |
| AnoLLMModel Scale=35M2025.10 | 63.6 | |
| DIFk=32026.05 | 62.94 | |
| DRL2025.10 | 62.7 | |
| ECODk=32026.05 | 62.44 | |
| OFA-TAD2026.03 | 62.12 | |
| RTTADk=32026.05 | 62.12 | |
| ICL2025.10 | 61.55 | |
| DeepSVDDk=32026.05 | 61.15 | |
| LOF2026.03 | 61.14 | |
| OCSVMk=32026.05 | 61.11 | |
| MCM2025.10 | 61.07 | |
| DeepSVDD2025.10 | 60.36 | |
| KNN2026.03 | 60.34 | |
| Iforestk=32026.05 | 60.19 | |
| KNN2025.10 | 60.08 | |
| GOADk=32026.05 | 58.67 | |
| LUNARk=32026.05 | 58.56 | |
| MCM2026.03 | 58.32 | |
| iForest2026.03 | 57.69 | |
| LUNAR2026.03 | 56.77 | |
| DRL2026.03 | 56.76 | |
| LOFk=32026.05 | 56.76 | |
| MCMk=32026.05 | 56.57 | |
| TTADk=32026.05 | 55.19 | |
| DRLk=32026.05 | 55.1 | |
| LLM-DASVariant=PCA2025.10 | 55.08 | |
| ICLk=32026.05 | 54.07 | |
| DisentAD2026.03 | 53.96 | |
| SLADk=32026.05 | 53.72 | |
| OCSVM2025.10 | 53.39 | |
| PCA2025.10 | 53.36 | |
| LOF2025.10 | 52.77 | |
| IForest2025.10 | 50.97 | |
| DSVDD2026.03 | 50.91 | |
| NeuTraLADk=32026.05 | 50.23 | |
| DTE2025.10 | 49.12 | |
| ECOD2025.10 | 44.61 | |
| NPT-AD2025.10 | 43.45 | |
| AE2026.03 | 39.99 | |
| AutoEncoder2025.10 | 30.29 |