Symbolic Regression on Warfarin PK (Warf) (test)
0.497MSEICSR
Evaluation Results
| Method | Links | |
|---|---|---|
| ICSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.497 | |
| IGSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.565 | |
| DyNODEBaseline Category=black-box baselines, Seeds=252026.05 | 0.593 | |
| RNNBaseline Category=black-box baselines, Seeds=252026.05 | 0.756 | |
| ICLBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.784 | |
| TransformerBaseline Category=black-box baselines, Seeds=252026.05 | 0.804 | |
| ZeroOptimBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.861 | |
| SINDyBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 0.914 | |
| D3-w.b.Baseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 1.15 | |
| LLM-SRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 1.24 | |
| XGBoostBaseline Category=black-box baselines, Seeds=252026.05 | 1.67 | |
| GPLearnBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 2.53 | |
| PySRBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 29.9 | |
| LaSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 30.1 | |
| ZeroShotBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 5,300 |