Regression on Airfoil (NRMSE)
1.3NRMSEMALMAS
Evaluation Results
| Method | Links | |
|---|---|---|
| MALMASMethod Category=MALMAS, Downstream Model=XGBoost, Evaluation Protocol=Averaged across three random train-test splits, LLM=DeepSeekV3, Iterative Rounds=42026.04 | 1.3 | |
| OpenFEMethod Category=Traditional Methods, Downstream Model=XGBoost, Evaluation Protocol=Averaged across three random train-test splits2026.04 | 1.4 | |
| BaseMethod Category=Base, Downstream Model=XGBoost, Evaluation Protocol=Averaged across three random train-test splits2026.04 | 1.5 | |
| AutoFeatMethod Category=Traditional Methods, Downstream Model=XGBoost, Evaluation Protocol=Averaged across three random train-test splits2026.04 | 1.5 | |
| LLMFEMethod Category=LLM-based Method, Downstream Model=XGBoost, Evaluation Protocol=Averaged across three random train-test splits2026.04 | 1.5 | |
| DFSMethod Category=Traditional Methods, Downstream Model=XGBoost, Evaluation Protocol=Averaged across three random train-test splits2026.04 | 1.6 |