Anomaly Detection on Synthetic Anomaly Dataset in_dist_C (test)
54.9AUPRCSMKC-ENS(HYB)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SMKC-ENS(HYB)anomaly rate=0.10, averaging=over tested C values2026.01 | 54.9 | 73.7 | 43.1 | |
| SetTransformer-GRU(Set)anomaly rate=0.10, averaging=over tested C values2026.01 | 54.4 | 72 | 43.7 | |
| DeepSets-GRU(Set)anomaly rate=0.10, averaging=over tested C values2026.01 | 54.3 | 71.9 | 43.5 | |
| SMKC-Recon(HYB)anomaly rate=0.10, averaging=over tested C values2026.01 | 54.2 | 72.6 | 43 | |
| Pad+Mask GRU-AE(Cmax)anomaly rate=0.10, averaging=over tested C values2026.01 | 53.9 | 72.5 | 42.5 | |
| GRU-AE(gseq)anomaly rate=0.10, averaging=over tested C values2026.01 | 53.3 | 71.6 | 42 | |
| RandProj-kNN(SMKC)anomaly rate=0.10, averaging=over tested C values2026.01 | 53.1 | 71.9 | 41.8 | |
| AnomalyTransformer(gseq)anomaly rate=0.10, averaging=over tested C values2026.01 | 52.2 | 71 | 41.1 | |
| TS-MAE(gseq)anomaly rate=0.10, averaging=over tested C values2026.01 | 44.9 | 69.3 | 31.1 | |
| MSCRED(Signature)anomaly rate=0.10, averaging=over tested C values2026.01 | 32.4 | 69 | 11.7 | |
| IsolationForest(stats)anomaly rate=0.10, averaging=over tested C values2026.01 | 30.5 | 63.6 | 16.7 | |
| StatsPool-kNNanomaly rate=0.10, averaging=over tested C values2026.01 | 26.7 | 63.2 | 12.6 |