Causal Discovery on Eastern Germany river dataset
84Close (k=3)PTCD
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PTCD2026.05 | 84 | 85 | 88 | 86 | 87 | 85 | 81 | 79 | 85 | 86 | 80 | |
| VAR2026.05 | 81 | 81 | 79 | 75 | 80 | 79 | 71 | 72 | 82 | 80 | 78 | |
| CDMI2026.05 | 81 | 81 | 75 | 65 | 82 | 80 | 63 | 71 | 80 | 78 | 76 | |
| Varlingam2026.05 | 79 | 77 | 77 | 77 | 84 | 79 | 68 | 70 | 79 | 75 | 77 | |
| CPArchitecture=GRU2026.05 | 79 | 81 | 78 | 81 | 82 | 84 | 64 | 71 | 77 | 83 | 78 | |
| CPArchitecture=Transformer2026.05 | 75 | 83 | 84 | 84 | 82 | 85 | 65 | 71 | 81 | 86 | 80 | |
| PCMCI2026.05 | 64 | 62 | 70 | 74 | 83 | 74 | 66 | 64 | 65 | 65 | 69 | |
| TCDF2026.05 | 57 | 51 | 55 | 54 | 72 | 56 | 62 | 56 | 55 | 52 | 57 | |
| CUTS+2026.05 | 56 | 54 | 56 | 59 | 56 | 57 | 55 | 51 | 57 | 54 | 56 | |
| Dynotears2026.05 | 50 | 50 | 56 | 56 | 52 | 61 | 53 | 53 | 50 | 51 | 53 |