Temporal Causal Discovery on TKE
1SHDTTCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TTCDGraph Setting=Full temporal graph2026.04 | 1 | 80 | 0 | |
| NOTEARS-MLPGraph Setting=Full temporal graph2026.04 | 4 | 33 | 66 | |
| LINGraph Setting=Full temporal graph2026.04 | 4 | 33 | 66 | |
| PCMCI+Graph Setting=Full temporal graph2026.04 | 5 | 44 | 66 | |
| CD-NODGraph Setting=Full temporal graph2026.04 | 5 | 54 | 62 | |
| NTS-NOTEARSGraph Setting=Full temporal graph2026.04 | 6 | 40 | 71 | |
| TCDFGraph Setting=Full temporal graph2026.04 | 6 | 25 | 80 | |
| DAG-GNNGraph Setting=Full temporal graph2026.04 | 7 | 22 | 83 | |
| DYNOTEARSGraph Setting=Full temporal graph2026.04 | 8 | 0 | 100 | |
| CAUSALFORMERGraph Setting=Full temporal graph2026.04 | 8 | 0 | 100 | |
| PCMCIGraph Setting=Full temporal graph2026.04 | 9 | 18 | 87 |