Regression on california
84.32R2 ScoreTabM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TabM2026.03 | 84.32 | — | |
| XGBFeature Selection=All Features, Retention Level=100%2025.09 | 84.31 | — | |
| XGBFeature Selection=KAN-SI, Retention Level=60%2025.09 | 84.09 | — | |
| XGBFeature Selection=Mutual Info, Retention Level=60%2025.09 | 83.95 | — | |
| XGBFeature Selection=Perm. (RF), Retention Level=60%2025.09 | 83.82 | — | |
| XGBFeature Selection=KAN-L1, Retention Level=60%2025.09 | 83.18 | — | |
| XGBFeature Selection=KAN-KO, Retention Level=60%2025.09 | 83.17 | — | |
| XGBFeature Selection=KAN-L2, Retention Level=60%2025.09 | 82.95 | — | |
| XGBFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 82.84 | — | |
| RFFeature Selection=KAN-L1, Retention Level=60%2025.09 | 82.66 | — | |
| XGBFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 82.61 | — | |
| RFFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 82.57 | — | |
| RFFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 82.57 | — | |
| RFFeature Selection=KAN-L2, Retention Level=60%2025.09 | 82.3 | — | |
| RFFeature Selection=KAN-SI, Retention Level=60%2025.09 | 81.8 | — | |
| RFFeature Selection=Mutual Info, Retention Level=60%2025.09 | 81.79 | — | |
| RFFeature Selection=KAN-KO, Retention Level=60%2025.09 | 81.17 | — | |
| RFFeature Selection=Perm. (RF), Retention Level=60%2025.09 | 81.09 | — | |
| RFFeature Selection=All Features, Retention Level=100%2025.09 | 81.03 | — | |
| RFTarget Model Size=Original2026.05 | 80 | — | |
| GBFeature Selection=Perm. (RF), Retention Level=60%2025.09 | 79.09 | — | |
| GBFeature Selection=All Features, Retention Level=100%2025.09 | 78.58 | — | |
| GBFeature Selection=KAN-SI, Retention Level=60%2025.09 | 78.33 | — | |
| GBFeature Selection=Mutual Info, Retention Level=60%2025.09 | 78.32 | — | |
| GBFeature Selection=KAN-KO, Retention Level=60%2025.09 | 78.25 | — | |
| GBFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 75.65 | — | |
| GBFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 75.63 | — | |
| SCATETarget Model Size=100KB2026.05 | 75 | — | |
| GBFeature Selection=KAN-L2, Retention Level=60%2025.09 | 74.71 | — | |
| GBFeature Selection=KAN-L1, Retention Level=60%2025.09 | 74.16 | — | |
| LOPTarget Model Size=100KB2026.05 | 74 | — | |
| FP-SCATETarget Model Size=100KB2026.05 | 74 | — | |
| TT-SPARSE2026.03 | 71.02 | 13,530 | |
| FP-SCATETarget Model Size=10KB2026.05 | 71 | — | |
| RuleFit2026.03 | 70.06 | 10,134 | |
| SCATETarget Model Size=10KB2026.05 | 70 | — | |
| LOPTarget Model Size=10KB2026.05 | 68 | — | |
| FPTarget Model Size=100KB2026.05 | 68 | — | |
| RidgeFeature Selection=All Features, Retention Level=100%2025.09 | 60.37 | — | |
| RidgeFeature Selection=Perm. (RF), Retention Level=60%2025.09 | 59.46 | — | |
| RidgeFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 59.33 | — | |
| RidgeFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 59.33 | — | |
| RidgeFeature Selection=KAN-KO, Retention Level=60%2025.09 | 58.86 | — | |
| RidgeFeature Selection=KAN-SI, Retention Level=60%2025.09 | 58.54 | — | |
| RidgeFeature Selection=Mutual Info, Retention Level=60%2025.09 | 58.54 | — | |
| GLRM2026.03 | 54.73 | 19,720 | |
| FPTarget Model Size=10KB2026.05 | 45 | — | |
| RidgeFeature Selection=KAN-L2, Retention Level=60%2025.09 | 39.33 | — | |
| RidgeFeature Selection=KAN-L1, Retention Level=60%2025.09 | 30.68 | — |