Symbolic Regression on Lung Cancer (LC) (test)
0.0001MSEIGSR
Evaluation Results
| Method | Links | |
|---|---|---|
| IGSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.0001 | |
| RNNBaseline Category=black-box baselines, Seeds=252026.05 | 0.0013 | |
| XGBoostBaseline Category=black-box baselines, Seeds=252026.05 | 0.012 | |
| TransformerBaseline Category=black-box baselines, Seeds=252026.05 | 0.0375 | |
| ICLBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.0557 | |
| ZeroOptimBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.142 | |
| ICSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.407 | |
| GPLearnBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 7.56 | |
| LLM-SRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 33.4 | |
| SINDyBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 335 | |
| DyNODEBaseline Category=black-box baselines, Seeds=252026.05 | 497 | |
| LaSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 658 | |
| PySRBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 669 | |
| D3-w.b.Baseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 10,100 | |
| ZeroShotBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 21,300,000,000,000 |