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Regression on QSAR Fish Toxicity OpenML CTR 23 (test)

0.9466RMSEEBM
0.9378160.9971081.05641.115692May 29, 2026

Evaluation results

MethodLinks
EBMCondition=Interpretable2026.050.9466
SepALSCondition=Interpretable, Separation Rank (r)=<= 102026.050.9704
Random ForestCondition=Black-box, Max Depth=202026.050.9795
LGBMCondition=Black-box, Max Depth=102026.050.9913
SepALSCondition=Interpretable, Separation Rank (r)=<= 22026.050.996
LGBMCondition=Interpretable, Max Depth=22026.050.997
XGBoostCondition=Black-box, Max Depth=102026.051.0047
XGBoostCondition=Interpretable, Max Depth=22026.051.0199
TSLCondition=Interpretable, Stages (R)=12026.051.0835
TSLCondition=Interpretable, Stages (R)=<= 102026.051.1143
TSLCondition=Interpretable, Stages (R)=<= 22026.051.1662