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ResearchFormerly WizWand

Symbolic Regression on Lung Cancer (LC) (test)

0.0001MSEIGSR
-852,000,000,0004,899,000,000,00010,650,000,000,00016,401,000,000,000May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IGSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.050.0001
RNNBaseline Category=black-box baselines, Seeds=252026.050.0013
XGBoostBaseline Category=black-box baselines, Seeds=252026.050.012
TransformerBaseline Category=black-box baselines, Seeds=252026.050.0375
ICLBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.050.0557
ZeroOptimBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.050.142
ICSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.050.407
GPLearnBaseline Category=white-box non-LLM baselines, Seeds=252026.057.56
LLM-SRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.0533.4
SINDyBaseline Category=white-box non-LLM baselines, Seeds=252026.05335
DyNODEBaseline Category=black-box baselines, Seeds=252026.05497
LaSRBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.05658
PySRBaseline Category=white-box non-LLM baselines, Seeds=252026.05669
D3-w.b.Baseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.0510,100
ZeroShotBaseline Category=white-box LLM baselines, LLM Backbone=GPT-4o, Seeds=252026.0521,300,000,000,000