Symbolic Regression on Lung Cancer with Chemo & Radio (LC-CR) (test)
0.013MSERNN
Evaluation Results
| Method | Links | |
|---|---|---|
| RNNBaseline Category=black-box baselines, Seeds=252026.05 | 0.013 | |
| IGSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 0.0141 | |
| IGSRTotal Cost (USD)=1.87 ± 0.71, Total Tokens=272,743 ± 111,859, Wall Clock (s)=382.8 ± 137.6, LLM Calls Wall Clock (s)=376.8 ± 135.2, LLM Call Count=93.4 ± 17.72026.05 | 0.0141 | |
| XGBoostBaseline Category=black-box baselines, Seeds=252026.05 | 0.322 | |
| TransformerBaseline Category=black-box baselines, Seeds=252026.05 | 0.366 | |
| PySRBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 0.399 | |
| PySRWall Clock (s)=282.7 ± 6.02026.05 | 0.399 | |
| SINDyBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 0.664 | |
| LaSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 3.97 | |
| LaSRTotal Cost (USD)=72.40 ± 3.48, Total Tokens=5,171,391 ± 238,935, Wall Clock (s)=1444.5 ± 137.52026.05 | 3.97 | |
| ICSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 6.1 | |
| ICSRTotal Cost (USD)=1.08 ± 0.16, Total Tokens=261,989 ± 71,813, Wall Clock (s)=774.2 ± 140.6, LLM Calls Wall Clock (s)=392.6 ± 117.5, LLM Call Count=80.0 ± 0.02026.05 | 6.1 | |
| LLM-SRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 32.1 | |
| LLM-SRTotal Cost (USD)=0.80 ± 0.02, Total Tokens=61,905 ± 2,220, Wall Clock (s)=371.7 ± 18.7, LLM Calls Wall Clock (s)=355.1 ± 19.2, LLM Call Count=32.0 ± 0.02026.05 | 32.1 | |
| GPLearnBaseline Category=white-box non-LLM baselines, Seeds=252026.05 | 46.8 | |
| GPLearnWall Clock (s)=92.2 ± 5.82026.05 | 46.8 | |
| ICLBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 63.3 | |
| ZeroOptimBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 122 | |
| D3-w.b.Baseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 253 | |
| D3-white-boxTotal Cost (USD)=0.589 ± 0.138, Total Tokens=262,636 ± 2,406, Wall Clock (s)=203.4 ± 39.5, LLM Calls Wall Clock (s)=178.6 ± 23.8, LLM Call Count=23.4 ± 6.22026.05 | 253 | |
| DyNODEBaseline Category=black-box baselines, Seeds=252026.05 | 398 | |
| ZeroShotBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05 | 2,540 |