Causal Perturbation Prediction on SCM dataset linear SCMs (test)
9.82W2Observed
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ObservedSetting=Zero-shot2026.01 | 9.82 | 3.66 | 0.07 | 0 | 1 | |
| Observedsetting=few-shot2026.01 | 9.82 | 3.66 | 0.07 | 0 | 1 | |
| MapPFNSetting=Zero-shot2026.01 | 13.67 | 3.99 | 0.13 | 0 | 0.98 | |
| MapPFNsetting=few-shot2026.01 | 13.69 | 4.28 | 0.14 | 0.01 | 0.99 | |
| MetaFMSetting=Zero-shot2026.01 | 13.72 | 4.8 | 0.15 | 0.09 | 0.12 | |
| MetaFMsetting=few-shot2026.01 | 13.73 | 4.81 | 0.15 | 0.09 | 0.12 | |
| CondOTsetting=few-shot2026.01 | 13.85 | 5.14 | 0.15 | 0.11 | 0.09 | |
| CondOTSetting=Zero-shot2026.01 | 14.08 | 5.17 | 0.15 | 0.1 | 0.1 | |
| IdentitySetting=Zero-shot2026.01 | 17.61 | 12.98 | 0.28 | 0.49 | 0 | |
| Identitysetting=few-shot2026.01 | 17.61 | 12.98 | 0.28 | 0.49 | 0 |