Classification on TOX_171
94.48AccuracyMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLP2026.05 | 94.48 | — | |
| MLP2026.05 | 94.48 | — | |
| ProtoGate2026.05 | 92.34 | — | |
| ProtoGateSubsampling=11K2026.05 | 92.34 | — | |
| Lasso2026.05 | 91.86 | — | |
| Lasso2026.05 | 91.86 | — | |
| All features2026.03 | 91.15 | — | |
| All feat.2026.03 | 91.15 | — | |
| REAL-X2026.05 | 90.79 | — | |
| DynaTab2026.05 | 88.71 | — | |
| DynaTab2026.05 | 88.71 | — | |
| STG2026.05 | 87.95 | — | |
| TabR2026.05 | 86.5 | — | |
| mRMRRelevance Estimator=Gini importance2026.03 | 85.95 | — | |
| TabulaRNN2026.05 | 85.8 | — | |
| TabulaRNN2026.05 | 85.8 | — | |
| Mambular2026.05 | 84.95 | — | |
| KGroupsRelevance Estimator=Gini importance2026.03 | 84.29 | — | |
| KGroupsRelevance Estimator=Gini importance2026.03 | 84.29 | — | |
| KNN2026.05 | 83.86 | — | |
| LSPIN2026.05 | 83.47 | — | |
| KBestRelevance Estimator=Gini importance2026.03 | 83.09 | — | |
| MambaTab2026.05 | 82.3 | — | |
| LGBM2026.05 | 81.98 | — | |
| LGBM2026.05 | 81.98 | — | |
| CatBoost2026.05 | 81.95 | — | |
| LLSPIN2026.05 | 81.67 | — | |
| MambAttention2026.05 | 80.9 | — | |
| mRMRRelevance Estimator=Gini import.2026.03 | 80.81 | — | |
| mRMRRelevance Estimator=F-value2026.03 | 80.13 | — | |
| INVASE2026.05 | 79.94 | — | |
| Random Forest2026.05 | 79.78 | — | |
| FT-Transformer2026.05 | 79.45 | — | |
| All featuresRelevance Estimator=None2026.03 | 78.94 | — | |
| All feat.2026.03 | 78.94 | — | |
| mRMRRelevance Estimator=Mutual info.2026.03 | 77.78 | — | |
| KBestRelevance Estimator=Gini import.2026.03 | 77.5 | — | |
| KGroupsRelevance Estimator=Gini import.2026.03 | 76.83 | — | |
| KGroupsRelevance Estimator=Gini import.2026.03 | 76.83 | — | |
| KGroupsRelevance Estimator=F-value2026.03 | 76 | — | |
| KGroupsRelevance Estimator=F-value2026.03 | 76 | — | |
| mRMRRelevance Estimator=F-value2026.03 | 75.68 | — | |
| SAINT2026.05 | 75.1 | — | |
| mRMRRelevance Estimator=Mutual info.2026.03 | 74.27 | — | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 73.66 | — | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 73.66 | — | |
| 1-D CNN2026.05 | 71.85 | — | |
| KGroupsRelevance Estimator=F-value2026.03 | 71.21 | — | |
| KGroupsRelevance Estimator=F-value2026.03 | 71.21 | — | |
| KBestRelevance Estimator=F-value2026.03 | 70.2 | — | |
| TabM2026.05 | 70.2 | — | |
| XGBoost2026.05 | 70.13 | — | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 69.41 | — | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 69.41 | — | |
| KBestRelevance Estimator=Mutual info.2026.03 | 69.03 | — | |
| TANGOS2026.05 | 68.5 | — | |
| ModernNCA2026.05 | 68.5 | — | |
| AutoInt2026.05 | 66.8 | — | |
| Trompt2026.05 | 66.8 | — | |
| SVM2026.05 | 66.75 | — | |
| KBestRelevance Estimator=F-value2026.03 | 66.49 | — | |
| KBestRelevance Estimator=Mutual info.2026.03 | 66.47 | — | |
| NODE2026.05 | 65.1 | — | |
| ResNetTabular2026.05 | 63.3 | — | |
| DANets2026.05 | 59.6 | — | |
| Naive Bayes2026.05 | 58.49 | — | |
| AdaBoost2026.05 | 57.85 | — | |
| CategoryEmbedding2026.05 | 57.8 | — | |
| DeepFM2026.05 | 55.9 | — | |
| GBM2026.05 | 53.85 | — | |
| DCN2026.05 | 51.9 | — | |
| TabSeq2026.05 | 47.95 | — | |
| Decision Tree2026.05 | 45.68 | — | |
| ENODE2026.05 | 45.4 | — | |
| NDTF2026.05 | 43.1 | — | |
| TabNet2026.05 | 41.68 | — | |
| L2X2026.05 | 31.72 | — | |
| TabTransformer2026.05 | 23.66 | — |