Temporal Causal Discovery on Arctic Sea Ice (SHD, F1, FDR)
46SHDTTCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TTCDGraph Setting=Full temporal graph2026.04 | 46 | 45 | 50 | |
| PCMCI+Graph Setting=Full temporal graph2026.04 | 50 | 32 | 57 | |
| TCDFGraph Setting=Full temporal graph2026.04 | 51 | 21 | 63 | |
| NTS-NOTEARSGraph Setting=Full temporal graph2026.04 | 53 | 10 | 76 | |
| CD-NODGraph Setting=Full temporal graph2026.04 | 54 | 25 | 63 | |
| CAUSALFORMERGraph Setting=Full temporal graph2026.04 | 55 | 43 | 59 | |
| LINGraph Setting=Full temporal graph2026.04 | 56 | 31 | 63 | |
| PCMCIGraph Setting=Full temporal graph2026.04 | 62 | 31 | 68 | |
| DYNOTEARSGraph Setting=Full temporal graph2026.04 | 65 | 21 | 75 | |
| DAG-GNNGraph Setting=Full temporal graph2026.04 | 66 | 21 | 76 | |
| NOTEARS-MLPGraph Setting=Full temporal graph2026.04 | 71 | 38 | 68 |