Causal Discovery on 28 fMRI datasets
0.67SHDCausal-INSIGHT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Causal-INSIGHTBackbone=CausalFormer2026.03 | 0.67 | 63 | 23 | |
| CausalFormer2026.03 | 0.69 | 57 | 27 | |
| PCMCI+2026.03 | 0.73 | 61 | 31 | |
| TCDF2026.03 | 0.82 | 57 | 41 |
| Method | Links | |||
|---|---|---|---|---|
| Causal-INSIGHTBackbone=CausalFormer2026.03 | 0.67 | 63 | 23 | |
| CausalFormer2026.03 | 0.69 | 57 | 27 | |
| PCMCI+2026.03 | 0.73 | 61 | 31 | |
| TCDF2026.03 | 0.82 | 57 | 41 |