Classification on COMPAS (test)
69.6AccuracyMKAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MKANhard monotonicity=true, per-edge functional interpretability=true2026.06 | 69.6 | — | — | |
| SMM_64hard monotonicity=true2026.06 | 69.5 | — | — | |
| LMNhard monotonicity=true2026.06 | 69.3 | — | — | |
| CMNNhard monotonicity=true2026.06 | 69.2 | — | — | |
| MonoKANper-edge functional interpretability=true2026.06 | 69 | — | — | |
| Certified2026.06 | 68.8 | — | — | |
| XG2026.06 | 68.5 | — | — | |
| ECSELOptimization=Adam with gradient clipping, Hyperparameter Optimization=Optuna TPE sampler, Validation=5-fold stratified cross-validation2026.01 | 68.47 | 68.36 | 62.82 | |
| XGBoostHyperparameter Optimization=Optuna TPE sampler, Validation=5-fold stratified cross-validation2026.01 | 68.18 | 68.08 | 62.54 | |
| RFHyperparameter Optimization=Optuna TPE sampler, Validation=5-fold stratified cross-validation2026.01 | 67.69 | 67.63 | 60.4 | |
| XGBoost2026.06 | 67.57 | — | — | |
| Random Forest2026.06 | 67.41 | — | — | |
| Non-Deferral Tree2026.06 | 67.25 | — | — | |
| MDT+XGBmax_test_deferral_rate=25%2026.06 | 66.93 | — | — | |
| FIGS2026.06 | 66.57 | — | — | |
| Crystalhard monotonicity=true2026.06 | 66.3 | — | — |