Causal Perturbation Prediction on Real single-cell melanoma data (test)
7.3W2Observed
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ObservedDescription=Ground truth baseline2026.01 | 7.3 | 1.4 | 0.03 | 0 | 1 | 78 | |
| MetaFMEvaluation Protocol=Few-shot, Training Data Source=Real single-cell data2026.01 | 21.12 | 7.27 | 0.09 | 0.08 | 0.12 | 29 | |
| MapPFNEvaluation Protocol=Few-shot, Training Data Source=Pretrained on synthetic prior2026.01 | 21.94 | 11.38 | 0.14 | 0.13 | 0.99 | 35 | |
| CondOTEvaluation Protocol=Few-shot, Training Data Source=Real single-cell data2026.01 | 22.15 | 7.01 | 0.09 | 0.06 | 0.05 | 34 | |
| IdentityDescription=Baseline - No change assumed2026.01 | 22.57 | 6.63 | 0.11 | 0.51 | 0 | 5 | |
| MapPFN (zero-shot)Evaluation Protocol=Zero-shot, Training Data Source=Pretrained on synthetic prior2026.01 | 23.4 | 16.72 | 0.2 | 0.26 | 1.08 | 17 | |
| MapPFN (unpaired)Evaluation Protocol=Few-shot, Data Pairing=Unpaired, Training Data Source=Pretrained on synthetic prior2026.01 | 27.89 | 31.24 | 0.32 | 0.29 | 1.31 | 12 |