Classification on Heart (Full Performance Metrics)
94.1ROC-AUCCAAFE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CAAFE2026.05 | 94.1 | — | — | — | — | — | |
| EurekaLLM Backbone=grok22026.05 | 94 | — | — | — | — | — | |
| TabPFN2026.05 | 93.8 | — | — | — | — | — | |
| EurekaLLM Backbone=gpt4o2026.05 | 93.8 | — | — | — | — | — | |
| EurekaLLM Backbone=32B2026.05 | 93.6 | — | — | — | — | — | |
| EurekaLLM Backbone=Qwen2026.05 | 92.6 | — | — | — | — | — | |
| MALMAS2026.04 | 92.3 | — | — | — | — | — | |
| DFS2026.05 | 92.1 | — | — | — | — | — | |
| OpenFE2026.04 | 92 | — | — | — | — | — | |
| DFS2026.04 | 91.6 | — | — | — | — | — | |
| Base2026.04 | 91.5 | — | — | — | — | — | |
| AutoFeat2026.04 | 91.4 | — | — | — | — | — | |
| OCTree2026.04 | 91.2 | — | — | — | — | — | |
| LLMFE2026.04 | 91.1 | — | — | — | — | — | |
| Logistic-KAN2025.09 | 91 | 84 | 56 | 40 | 95 | — | |
| CAAFE2026.04 | 90.9 | — | — | — | — | — | |
| AutoFe2026.05 | 90.3 | — | — | — | — | — | |
| RF2025.09 | 90 | 90 | 54 | 52 | 57 | — | |
| KAAM2025.09 | 90 | 82 | 49 | 35 | 86 | — | |
| OpenFe2026.05 | 89.7 | — | — | — | — | — | |
| LR2025.09 | 89 | 79 | 44 | 31 | 81 | — | |
| FeatLLM2026.05 | 88.1 | — | — | — | — | — | |
| MLP2025.09 | 38 | 90 | 0 | 0 | 0 | — | |
| NAM2025.09 | 38 | 90 | 0 | 0 | 0 | — | |
| CART2026.05 | — | 71.11 | — | — | — | 70.16 | |
| GBTSVM2026.05 | — | 79.63 | — | — | — | 79.08 | |
| KNN2026.05 | — | 79.63 | — | — | — | 78.91 | |
| MDL-GBC2026.05 | — | 80 | — | — | — | 79.44 | |
| ScOrGBC2026.05 | — | 76.3 | — | — | — | 75.72 | |
| SGBSkNN2026.05 | — | 82.59 | — | — | — | 82.19 | |
| SVM2026.05 | — | 81.85 | — | — | — | 80.94 | |
| XGBoost2026.05 | — | 79.63 | — | — | — | 78.91 |