Classification on Heart (three random train-test)
86.4AccuracyMALMAS
Evaluation Results
| Method | Links | |
|---|---|---|
| MALMASMethod Category=MALMAS, Downstream Classifier=XGBoost2026.04 | 86.4 | |
| OpenFEMethod Category=Traditional Methods, Downstream Classifier=XGBoost2026.04 | 85.8 | |
| OCTreeMethod Category=LLM-based Methods, Downstream Classifier=XGBoost2026.04 | 85.2 | |
| BaseMethod Category=Base, Downstream Classifier=XGBoost2026.04 | 84.3 | |
| AutoFeatMethod Category=Traditional Methods, Downstream Classifier=XGBoost2026.04 | 84.3 | |
| DFSMethod Category=Traditional Methods, Downstream Classifier=XGBoost2026.04 | 84.1 | |
| LLMFEMethod Category=LLM-based Methods, Downstream Classifier=XGBoost2026.04 | 84.1 | |
| CAAFEMethod Category=LLM-based Methods, Downstream Classifier=XGBoost2026.04 | 83.1 | |
| MALMASMethod Category=MALMAS, Downstream Classifier=XGBoost2026.04 | 0.799 | |
| OCTreeMethod Category=LLM-based Methods, Downstream Classifier=XGBoost2026.04 | 0.795 | |
| LLMFEMethod Category=LLM-based Methods, Downstream Classifier=XGBoost2026.04 | 0.795 | |
| CAAFEMethod Category=LLM-based Methods, Downstream Classifier=XGBoost2026.04 | 0.794 | |
| OpenFEMethod Category=Traditional Methods, Downstream Classifier=XGBoost2026.04 | 0.792 | |
| DFSMethod Category=Traditional Methods, Downstream Classifier=XGBoost2026.04 | 0.791 | |
| BaseMethod Category=Base, Downstream Classifier=XGBoost2026.04 | 0.79 |