Disease Prediction on UKBB Task J45 (out-of-distribution)
0.622AUROCCausal Meta-Learning
Evaluation Results
| Method | Links | |
|---|---|---|
| Causal Meta-LearningEmbedding method=ICP, Embedding source=oracle2026.02 | 0.622 | |
| Causal Meta-LearningEmbedding method=ICP, Embedding source=expert feedback2026.02 | 0.62 | |
| Causal Meta-LearningEmbedding method=MR, Embedding source=expert feedback2026.02 | 0.618 | |
| MAML2026.02 | 0.612 | |
| HBM2026.02 | 0.609 | |
| Causal Meta-LearningEmbedding method=MR, Embedding source=oracle2026.02 | 0.602 | |
| DKT2026.02 | 0.601 | |
| Causal Meta-LearningEmbedding method=CHI2, Embedding source=oracle2026.02 | 0.597 | |
| No transfer2026.02 | 0.587 | |
| Causal Meta-LearningEmbedding method=CHI2, Embedding source=expert feedback2026.02 | 0.571 |