Regression on Diabetes
0.488MSEStructuralCFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| StructuralCFNParams=545, Footprint=22 KB, Interpretability=Intrinsic2026.01 | 0.488 | — | |
| FT-TransformerParams=1.2M+, Footprint=25 MB, Interpretability=Post-hoc2026.01 | 0.49 | — | |
| GANDALFParams=200K+, Footprint=5 MB, Interpretability=None2026.01 | 0.5 | — | |
| Standard BaggingBase Estimator=DecisionTree, Active Est.=100, Comp. Ratio=0.0%, Latency / 1k (ms)=43.082026.06 | 2,908.81 | 46.12 | |
| Lasso-Pruned BaggingBase Estimator=DecisionTree, Active Est.=53, Comp. Ratio=47.0%, Latency / 1k (ms)=27.572026.06 | 2,998.13 | 44.46 | |
| SCSBBase Estimator=Ridge, Active Est.=12, Comp. Ratio=76.0%, Latency / 1k (ms)=5.73 (3.5×)2026.06 | 3,075.7 | 43.02 | |
| Standard BaggingBase Estimator=Ridge, Active Est.=50, Comp. Ratio=0.0%, Latency / 1k (ms)=19.892026.06 | 3,116.53 | 42.27 | |
| SCSBBase Estimator=DecisionTree, Active Est.=34, Comp. Ratio=66.0%, Latency / 1k (ms)=19.53 (2.2×)2026.06 | 3,118.37 | 42.23 | |
| Lasso-Pruned BaggingBase Estimator=Ridge, Active Est.=39, Comp. Ratio=22.0%, Latency / 1k (ms)=10.552026.06 | 3,123.13 | 42.15 | |
| XGBoostBase Estimator=N/A, Active Est.=100, Comp. Ratio=0.0%, Latency / 1k (ms)=4.612026.06 | 3,513.66 | 34.91 |