Anomaly Detection on ARAMIS
95.2F1 ScoreLSTM-VAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LSTM-VAECase=Centr.2026.05 | 95.2 | 95.2 | 95.2 | 93.7 | 0.485 | |
| LSTM-VAECase=Fed. (Full)2026.05 | 92.6 | 92.8 | 92.4 | 90.6 | 0.505 | |
| LSTM-VAECase=Fed. (Enc.)2026.05 | 91 | 91 | 91 | 88.5 | 0.515 | |
| TAnoDDPMCase=Centr.2026.05 | 90.6 | 89.7 | 91.4 | 87.5 | 0.52 | |
| FedSW-TSADCase=Centr.2026.05 | 89 | 87.6 | 90.5 | 85.4 | 0.543 | |
| TAnoDDPMCase=Fed. (Dec.)2026.05 | 88.5 | 88.9 | 88.1 | 85.9 | 0.54 | |
| TAnoDDPMCase=Fed. (Full)2026.05 | 87.5 | 86.9 | 88.1 | 84.1 | 0.555 | |
| LSTM-VAECase=Fed. (Dec.)2026.05 | 87 | 87.1 | 86.9 | 84 | 0.55 | |
| TAnoWGANCase=Centr.2026.05 | 86.3 | 84.2 | 88.6 | 81.9 | 0.58 | |
| TAnoDDPMCase=Fed. (Enc.)2026.05 | 85 | 85.4 | 84.6 | 81.9 | 0.585 | |
| TAnoDDPMCase=Indep.2026.05 | 83.8 | 79.4 | 78.1 | 76 | 0.715 | |
| TAnoWGANCase=Fed. (Full)2026.05 | 83 | 82.2 | 83.8 | 79.2 | 0.61 | |
| TAnoWGANCase=Fed. (Enc.)2026.05 | 82 | 82 | 82 | 78.7 | 0.625 | |
| FedSW-TSADCase=Fed. (Enc.)2026.05 | 81.4 | 81.4 | 81.5 | 78.3 | 0.63 | |
| FedSW-TSADCase=Fed. (Full)2026.05 | 81.2 | 80.4 | 82 | 77.1 | 0.634 | |
| TAnoWGANCase=Fed. (Dec.)2026.05 | 78 | 77.8 | 78.2 | 74.8 | 0.68 | |
| LSTM-VAECase=Indep.2026.05 | 75.3 | 82.9 | 69 | 76.9 | 0.73 | |
| FedSW-TSADCase=Fed. (Dec.)2026.05 | 75.1 | 74.8 | 75.3 | 72 | 0.72 | |
| FedSW-TSADCase=Indep.2026.05 | 74.8 | 81.7 | 69 | 76.3 | 0.735 | |
| TAnoWGANCase=Indep.2026.05 | 70 | 69.5 | 70.5 | 67.8 | 0.81 |