Causal Discovery on SWaT
28.8F1 ScoreTCPFN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCPFNthreshold=0.5, tuning=none2026.06 | 28.8 | 93.2 | 216 | 55 | |
| Our MethodLag=52026.06 | 22.02 | — | — | — | |
| Our MethodLag=102026.06 | 21.82 | — | — | — | |
| cMLPLag=52026.06 | 9.02 | — | — | — | |
| cMLPLag=102026.06 | 8.33 | — | — | — | |
| PCGCELag=102026.06 | 8.27 | — | — | — | |
| cRNNLag=52026.06 | 7.88 | — | — | — | |
| MVGCLag=102026.06 | 7.87 | — | — | — | |
| MVGCLag=52026.06 | 7.67 | — | — | — | |
| cRNNLag=102026.06 | 7.29 | — | — | — | |
| VARLiNGAMLag=52026.06 | 6.6 | — | — | — | |
| PCGCELag=52026.06 | 6.48 | — | — | — | |
| VARLiNGAMLag=102026.06 | 6.21 | — | — | — | |
| TiMINoLag=52026.06 | 5.8 | — | — | — | |
| VARLag=52026.06 | 5.65 | — | — | — | |
| VARLag=102026.06 | 5.39 | — | — | — | |
| Grangerthreshold=0.5, tuning=none2026.06 | 5 | 99.7 | 2,143 | 55 | |
| TiMINoLag=102026.06 | 4.35 | — | — | — | |
| cLSTMLag=52026.06 | 2.79 | — | — | — | |
| DYNOTEARSLag=102026.06 | 2.15 | — | — | — | |
| DYNOTEARSLag=52026.06 | 2.06 | — | — | — | |
| cLSTMLag=102026.06 | 0 | — | — | — | |
| TCDFLag=52026.06 | 0 | — | — | — | |
| TCDFLag=102026.06 | 0 | — | — | — | |
| PCMCIthreshold=0.5, tuning=none2026.06 | 0 | 100 | 0 | 55 |