Anomaly Detection on SWaT cross-domain (val)
89.5F1 ScoreLSTM-VAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LSTM-VAECase=Centr.2026.05 | 89.5 | 91.2 | 87.8 | 90 | |
| TAnoDDPMCase=Centr.2026.05 | 88.4 | 89.1 | 87.8 | 88.9 | |
| LSTM-VAECase=Fed. (Full)2026.05 | 88 | 89.6 | 86.5 | 88.6 | |
| TAnoDDPMCase=Fed. (Dec.)2026.05 | 87.2 | 88 | 86.5 | 87.8 | |
| LSTM-VAECase=Fed. (Enc.)2026.05 | 87.1 | 88.7 | 85.6 | 87.8 | |
| TAnoDDPMCase=Fed. (Full)2026.05 | 86.7 | 87.4 | 86 | 87.2 | |
| FedSW-TSADCase=Centr.2026.05 | 85.6 | 86.8 | 84.5 | 86.4 | |
| LSTM-VAECase=Fed. (Dec.)2026.05 | 85.4 | 86.9 | 84 | 86.1 | |
| TAnoDDPMCase=Fed. (Enc.)2026.05 | 84.8 | 85.7 | 83.9 | 85.5 | |
| LSTM-VAECase=Indep.2026.05 | 84.2 | 86.1 | 82.4 | 84.7 | |
| FedSW-TSADCase=Fed. (Full)2026.05 | 83.8 | 85 | 82.6 | 84.6 | |
| TAnoDDPMCase=Indep.2026.05 | 83.1 | 84 | 82.3 | 83.6 | |
| FedSW-TSADCase=Fed. (Enc.)2026.05 | 82.9 | 84.2 | 81.7 | 83.9 | |
| TAnoWGANCase=Centr.2026.05 | 81.2 | 82.5 | 80 | 82 | |
| FedSW-TSADCase=Fed. (Dec.)2026.05 | 80.6 | 81.9 | 79.4 | 81.6 | |
| FedSW-TSADCase=Indep.2026.05 | 79.5 | 80.9 | 78.1 | 80.4 | |
| TAnoWGANCase=Fed. (Full)2026.05 | 79.2 | 80.4 | 78 | 80.1 | |
| TAnoWGANCase=Fed. (Enc.)2026.05 | 77.6 | 79 | 76.3 | 78.6 | |
| TAnoWGANCase=Fed. (Dec.)2026.05 | 76.1 | 77.4 | 74.8 | 77 | |
| TAnoWGANCase=Indep.2026.05 | 74.8 | 76 | 73.6 | 75.6 |