Classification on dry-bean (test)
93.06AccuracySklearn
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SklearnModel architecture=Linear model, Loss function=Logistic regression, Solver=L-BFGS2022.05 | 93.06 | — | |
| EXACTModel architecture=Linear model, Loss function=EXACT2022.05 | 92.99 | — | |
| HingeModel architecture=Linear model, Loss function=Hinge2022.05 | 92.93 | — | |
| Cross-entropyModel architecture=Linear model, Loss function=Cross-entropy2022.05 | 92.83 | — | |
| Clean (Baseline)Model Architecture=FTT2026.02 | 92.36 | — | |
| Clean (Baseline)Model Architecture=Saint2026.02 | 92.17 | — | |
| Clean (Baseline)Model Architecture=MLP2026.02 | 92.1 | — | |
| Clean (Baseline)Model Architecture=Tabnet2026.02 | 91.77 | — | |
| DTSemNetNf=16, Nc=7, Ns=13611, Best-performing height=4, Max tree height=42026.05 | 91.4 | — | |
| DTSemNetTree Height=42026.05 | 91.4 | 4.4 | |
| CA-ConTreedepth=6, Train Size=108882026.01 | 90.8 | — | |
| C4.5depth=6, Train Size=108882026.01 | 89.7 | — | |
| DGTNf=16, Nc=7, Ns=13611, Best-performing height=4, Max tree height=42026.05 | 89 | — | |
| DGTTree Height=42026.05 | 89 | 3.8 | |
| TAONf=16, Nc=7, Ns=13611, Best-performing height=4, Max tree height=42026.05 | 83.2 | — | |
| TAOTree Height=42026.05 | 83.2 | — | |
| CARTNf=16, Nc=7, Ns=13611, Best-performing height=4, Max tree height=42026.05 | 80.5 | — | |
| CRO-DTNf=16, Nc=7, Ns=13611, Best-performing height=4, Max tree height=42026.05 | 77.9 | — | |
| CRO-DTTree Height=42026.05 | 77.9 | 1,300 | |
| Contreedepth=6, Train Size=108882026.01 | 58.2 | — | |
| TAPModel Architecture=MLP2026.02 | 55.15 | — | |
| CaFAModel Architecture=MLP2026.02 | 51.54 | — | |
| EMModel Architecture=MLP2026.02 | 47.36 | — | |
| TAPModel Architecture=Tabnet2026.02 | 46.16 | — | |
| CaFAModel Architecture=Saint2026.02 | 45.98 | — | |
| TAPModel Architecture=Saint2026.02 | 45.15 | — | |
| CaFAModel Architecture=Tabnet2026.02 | 43.98 | — | |
| RobustEMModel Architecture=MLP2026.02 | 43.65 | — | |
| SEPModel Architecture=MLP2026.02 | 42.26 | — | |
| CaFAModel Architecture=FTT2026.02 | 42.03 | — | |
| TAPModel Architecture=FTT2026.02 | 41.54 | — | |
| EMModel Architecture=Saint2026.02 | 40.61 | — | |
| PUEModel Architecture=Saint2026.02 | 38.61 | — | |
| SEPModel Architecture=Saint2026.02 | 35.73 | — | |
| PUEModel Architecture=MLP2026.02 | 35.35 | — | |
| EMModel Architecture=Tabnet2026.02 | 35.33 | — | |
| RobustEMModel Architecture=Saint2026.02 | 35.03 | — | |
| EMModel Architecture=FTT2026.02 | 34.64 | — | |
| PUEModel Architecture=Tabnet2026.02 | 34.12 | — | |
| RobustEMModel Architecture=Tabnet2026.02 | 33.35 | — | |
| RobustEMModel Architecture=FTT2026.02 | 31.74 | — | |
| SEPModel Architecture=Tabnet2026.02 | 31.64 | — | |
| PUEModel Architecture=FTT2026.02 | 30.32 | — | |
| SEPModel Architecture=FTT2026.02 | 28.91 | — | |
| UTOPIAModel Architecture=MLP2026.02 | 25.36 | — | |
| UTOPIAModel Architecture=Saint2026.02 | 18.98 | — | |
| UTOPIAModel Architecture=Tabnet2026.02 | 17.31 | — | |
| UTOPIAModel Architecture=FTT2026.02 | 13.65 | — |