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ResearchFormerly WizWand

Symbolic Regression on Lung Cancer with Chemo & Radio (LC-CR) (test)

0.013MSERNN
-101.58648584.210011,270.00651,955.80299May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RNNBaseline Category=black-box baselines, Seeds=252026.050.013
IGSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.050.0141
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 ± 17.72026.050.0141
XGBoostBaseline Category=black-box baselines, Seeds=252026.050.322
TransformerBaseline Category=black-box baselines, Seeds=252026.050.366
PySRBaseline Category=white-box non-LLM baselines, Seeds=252026.050.399
PySRWall Clock (s)=282.7 ± 6.02026.050.399
SINDyBaseline Category=white-box non-LLM baselines, Seeds=252026.050.664
LaSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.053.97
LaSRTotal Cost (USD)=72.40 ± 3.48, Total Tokens=5,171,391 ± 238,935, Wall Clock (s)=1444.5 ± 137.52026.053.97
ICSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.056.1
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 ± 0.02026.056.1
LLM-SRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.0532.1
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 ± 0.02026.0532.1
GPLearnBaseline Category=white-box non-LLM baselines, Seeds=252026.0546.8
GPLearnWall Clock (s)=92.2 ± 5.82026.0546.8
ICLBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.0563.3
ZeroOptimBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05122
D3-w.b.Baseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05253
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 ± 6.22026.05253
DyNODEBaseline Category=black-box baselines, Seeds=252026.05398
ZeroShotBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.052,540