Temporal Causal Discovery on Dataset-1
8SHDTTCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TTCDGraph Setting=Full temporal graph2026.04 | 8 | 50 | 42 | |
| NOTEARS-MLPGraph Setting=Full temporal graph2026.04 | 9 | 18 | 50 | |
| CAUSALFORMERGraph Setting=Full temporal graph2026.04 | 9 | 31 | 50 | |
| CD-NODGraph Setting=Full temporal graph2026.04 | 10 | 37 | 57 | |
| TCDFGraph Setting=Full temporal graph2026.04 | 10 | 16 | 66 | |
| DAG-GNNGraph Setting=Full temporal graph2026.04 | 13 | 31 | 70 | |
| NTS-NOTEARSGraph Setting=Full temporal graph2026.04 | 17 | 32 | 75 | |
| DYNOTEARSGraph Setting=Full temporal graph2026.04 | 18 | 25 | 80 | |
| PCMCI+Graph Setting=Full temporal graph2026.04 | 21 | 43 | 71 | |
| PCMCIGraph Setting=Full temporal graph2026.04 | 24 | 36 | 75 | |
| LINGraph Setting=Full temporal graph2026.04 | 61 | 21 | 88 |