Temporal Causal Discovery on Dataset-2 (SHD, F1, FDR)
9SHDTCDF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TCDFGraph Setting=Full temporal graph2026.04 | 9 | 18 | 50 | |
| TTCDGraph Setting=Full temporal graph2026.04 | 9 | 40 | 50 | |
| CD-NODGraph Setting=Full temporal graph2026.04 | 16 | 0 | 100 | |
| CAUSALFORMERGraph Setting=Full temporal graph2026.04 | 16 | 11 | 88 | |
| DAG-GNNGraph Setting=Full temporal graph2026.04 | 17 | 11 | 90 | |
| NTS-NOTEARSGraph Setting=Full temporal graph2026.04 | 18 | 18 | 84 | |
| NOTEARS-MLPGraph Setting=Full temporal graph2026.04 | 21 | 32 | 77 | |
| DYNOTEARSGraph Setting=Full temporal graph2026.04 | 27 | 12 | 90 | |
| PCMCI+Graph Setting=Full temporal graph2026.04 | 29 | 25 | 83 | |
| PCMCIGraph Setting=Full temporal graph2026.04 | 36 | 14 | 90 | |
| LINGraph Setting=Full temporal graph2026.04 | 98 | 13 | 93 |