Classification on tic-tac-toe (F1 score)
100F1 ScoreNODE
Evaluation Results
| Method | Links | |
|---|---|---|
| NODEModel Interpretability=Non-interpretable2024.08 | 100 | |
| PLNNModel Interpretability=Non-interpretable2024.08 | 100 | |
| RFModel Interpretability=Non-interpretable2024.08 | 100 | |
| SVMModel Interpretability=Non-interpretable2024.08 | 100 | |
| TabNetModel Interpretability=Non-interpretable2024.08 | 100 | |
| RRLModel Interpretability=Interpretable2024.08 | 100 | |
| RNSModel Interpretability=Interpretable2024.08 | 100 | |
| NLNValidation Strategy=five-fold cross-validation2025.08 | 100 | |
| RRLValidation Strategy=five-fold cross-validation2025.08 | 100 | |
| XGBValidation Strategy=five-fold cross-validation2025.08 | 99.91 | |
| XGBModel Interpretability=Non-interpretable2024.08 | 99.48 | |
| LORDModel Interpretability=Interpretable2024.08 | 99.45 | |
| LGBMModel Interpretability=Non-interpretable2024.08 | 99.4 | |
| BNNModel Interpretability=Non-interpretable2024.08 | 98.92 | |
| LRModel Interpretability=Interpretable2024.08 | 98.82 | |
| CORELSModel Interpretability=Interpretable2024.08 | 98.49 | |
| C4.5Model Interpretability=Interpretable2024.08 | 98.45 | |
| CARTModel Interpretability=Interpretable2024.08 | 97.85 | |
| FTModel Interpretability=Non-interpretable2024.08 | 97.84 | |
| RIPPERModel Interpretability=Interpretable2024.08 | 97.79 | |
| SAINTModel Interpretability=Non-interpretable2024.08 | 96.95 | |
| DRNETModel Interpretability=Interpretable2024.08 | 95.87 | |
| TabTransModel Interpretability=Non-interpretable2024.08 | 95.77 | |
| PTURSModel Interpretability=Interpretable2024.08 | 95.42 | |
| CRSModel Interpretability=Interpretable2024.08 | 94.93 | |
| SBRLModel Interpretability=Interpretable2024.08 | 94.44 | |
| VIMEModel Interpretability=Non-interpretable2024.08 | 93.48 | |
| STGModel Interpretability=Non-interpretable2024.08 | 93.43 | |
| KNNModel Interpretability=Interpretable2024.08 | 92.33 | |
| ODDValidation Strategy=five-fold cross-validation2025.08 | 83.85 |