Temporal Causal Discovery on FMRI
3SHDDAG-GNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAG-GNNGraph Setting=Full temporal graph2026.04 | 3 | 75 | 37 | |
| TTCDGraph Setting=Full temporal graph2026.04 | 3 | 66 | 25 | |
| DYNOTEARSGraph Setting=Full temporal graph2026.04 | 4 | 66 | 42 | |
| CD-NODGraph Setting=Full temporal graph2026.04 | 4 | 50 | 33 | |
| LINGraph Setting=Full temporal graph2026.04 | 4 | 60 | 40 | |
| PCMCI+Graph Setting=Full temporal graph2026.04 | 5 | 66 | 50 | |
| NTS-NOTEARSGraph Setting=Full temporal graph2026.04 | 5 | 54 | 50 | |
| PCMCIGraph Setting=Full temporal graph2026.04 | 7 | 53 | 60 | |
| TCDFGraph Setting=Full temporal graph2026.04 | 7 | 22 | 75 | |
| CAUSALFORMERGraph Setting=Full temporal graph2026.04 | 10 | 0 | 100 | |
| NOTEARS-MLPGraph Setting=Full temporal graph2026.04 | 14 | 30 | 80 |