Classification on adult (F1 score)
81.24F1 ScoreRNS
Evaluation Results
| Method | Links | |
|---|---|---|
| RNSModel Interpretability=Interpretable2024.08 | 81.24 | |
| CRSModel Interpretability=Interpretable2024.08 | 80.95 | |
| TabNetModel Interpretability=Non-interpretable2024.08 | 80.94 | |
| LORDModel Interpretability=Interpretable2024.08 | 80.72 | |
| XGBModel Interpretability=Non-interpretable2024.08 | 80.64 | |
| NODEModel Interpretability=Non-interpretable2024.08 | 80.55 | |
| RRLModel Interpretability=Interpretable2024.08 | 80.42 | |
| LGBMModel Interpretability=Non-interpretable2024.08 | 80.36 | |
| RRLValidation Strategy=five-fold cross-validation2025.08 | 80.31 | |
| SBRLModel Interpretability=Interpretable2024.08 | 79.88 | |
| TabTransModel Interpretability=Non-interpretable2024.08 | 79.35 | |
| SAINTModel Interpretability=Non-interpretable2024.08 | 79.31 | |
| RFModel Interpretability=Non-interpretable2024.08 | 79.22 | |
| FTModel Interpretability=Non-interpretable2024.08 | 79.01 | |
| LRModel Interpretability=Interpretable2024.08 | 78.43 | |
| VIMEModel Interpretability=Non-interpretable2024.08 | 78.24 | |
| PTURSModel Interpretability=Interpretable2024.08 | 77.92 | |
| C4.5Model Interpretability=Interpretable2024.08 | 77.77 | |
| KNNModel Interpretability=Interpretable2024.08 | 77.57 | |
| BNNModel Interpretability=Non-interpretable2024.08 | 77.26 | |
| CARTModel Interpretability=Interpretable2024.08 | 77.06 | |
| DRNETModel Interpretability=Interpretable2024.08 | 76.83 | |
| STGModel Interpretability=Non-interpretable2024.08 | 76.38 | |
| RIPPERModel Interpretability=Interpretable2024.08 | 74.69 | |
| PLNNModel Interpretability=Non-interpretable2024.08 | 73.55 | |
| CORELSModel Interpretability=Interpretable2024.08 | 70.56 | |
| XGBValidation Strategy=five-fold cross-validation2025.08 | 70.47 | |
| NLNValidation Strategy=five-fold cross-validation2025.08 | 65.38 | |
| SVMModel Interpretability=Non-interpretable2024.08 | 63.63 | |
| ODDValidation Strategy=five-fold cross-validation2025.08 | 60.45 |