Causal Discovery on Synthetic Temporal Sequences (SHD, SID)
3.82SHDModePlait
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ModePlaitTemporal Sequence Configuration=1, 2, 12025.02 | 3.82 | 4.94 | |
| ModePlaitTemporal Sequence Configuration=1, 2, 3, 42025.02 | 4.21 | 5.76 | |
| ModePlaitTemporal Sequence Configuration=1, 2, 2, 12025.02 | 4.32 | 5.88 | |
| ModePlaitTemporal Sequence Configuration=1, 2, 32025.02 | 4.48 | 6.51 | |
| ModePlaitTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 4.5 | 6.11 | |
| NOTEARSTemporal Sequence Configuration=1, 2, 12025.02 | 5.03 | 9.95 | |
| NOTEARSTemporal Sequence Configuration=1, 2, 2, 12025.02 | 5.23 | 9.54 | |
| CASPERTemporal Sequence Configuration=1, 2, 2, 12025.02 | 5.41 | 8.41 | |
| DARINGTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 5.45 | 7.77 | |
| NOTEARSTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 5.57 | 9.11 | |
| CASPERTemporal Sequence Configuration=1, 2, 12025.02 | 5.58 | 7.25 | |
| NOTEARSTemporal Sequence Configuration=1, 2, 32025.02 | 5.69 | 9.56 | |
| NOTEARSTemporal Sequence Configuration=1, 2, 3, 42025.02 | 5.73 | 10.1 | |
| DARINGTemporal Sequence Configuration=1, 2, 12025.02 | 5.75 | 8.58 | |
| DARINGTemporal Sequence Configuration=1, 2, 32025.02 | 5.81 | 9.17 | |
| CASPERTemporal Sequence Configuration=1, 2, 32025.02 | 5.97 | 8.44 | |
| CASPERTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 6.02 | 8.28 | |
| NoCurlTemporal Sequence Configuration=1, 2, 3, 42025.02 | 6.1 | 9.61 | |
| DARINGTemporal Sequence Configuration=1, 2, 3, 42025.02 | 6.12 | 9.58 | |
| NoCurlTemporal Sequence Configuration=1, 2, 32025.02 | 6.13 | 9.51 | |
| NoCurlTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 6.2 | 9.83 | |
| CASPERTemporal Sequence Configuration=1, 2, 3, 42025.02 | 6.22 | 8.33 | |
| NoCurlTemporal Sequence Configuration=1, 2, 12025.02 | 6.31 | 9.9 | |
| NO-MLPTemporal Sequence Configuration=1, 2, 12025.02 | 6.36 | 8.74 | |
| NO-MLPTemporal Sequence Configuration=1, 2, 32025.02 | 6.44 | 8.77 | |
| DARINGTemporal Sequence Configuration=1, 2, 2, 12025.02 | 6.54 | 9.17 | |
| NO-MLPTemporal Sequence Configuration=1, 2, 2, 12025.02 | 6.55 | 8.72 | |
| NO-MLPTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 6.56 | 8.83 | |
| NO-MLPTemporal Sequence Configuration=1, 2, 3, 42025.02 | 6.62 | 8.87 | |
| NoCurlTemporal Sequence Configuration=1, 2, 2, 12025.02 | 6.69 | 10 | |
| LiNGAMTemporal Sequence Configuration=1, 2, 32025.02 | 6.79 | 7.33 | |
| GESTemporal Sequence Configuration=1, 2, 32025.02 | 7.03 | 10.1 | |
| GESTemporal Sequence Configuration=1, 2, 2, 12025.02 | 7.08 | 9.77 | |
| LiNGAMTemporal Sequence Configuration=1, 2, 3, 42025.02 | 7.1 | 8.5 | |
| LiNGAMTemporal Sequence Configuration=1, 2, 2, 12025.02 | 7.12 | 8.65 | |
| LiNGAMTemporal Sequence Configuration=1, 2, 12025.02 | 7.13 | 8.23 | |
| GESTemporal Sequence Configuration=1, 2, 3, 42025.02 | 7.29 | 11.3 | |
| LiNGAMTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 7.46 | 8.05 | |
| GESTemporal Sequence Configuration=1, 2, 12025.02 | 7.49 | 11.7 | |
| GESTemporal Sequence Configuration=1, 2, 3, 2, 12025.02 | 7.74 | 12.1 |