fMRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Causal Discovery | fMRI | Structural F167 | 9 | |
| Causal discovery | fMRI_5 semi-synthetic | AUC98.7 | 8 | |
| Causal discovery | fMRI semi-synthetic | AUC98.4 | 7 | |
| Causal Discovery | 28 fMRI datasets | SHD0.67 | 4 | |
| Time Series Generation | fMRI | Inference Time0.44 | 3 | |
| Causal Structure Learning | fMRI | SHD11.6 | 3 | |
| Time-series causal discovery | fMRI | Window F1 Score51 | 3 | |
| Causal Discovery | fMRI 171 Scans | BIC Score96,171.56 | 2 | |
| Causal Discovery | fMRI simulated data | Adjacency Precision- | 0 |
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