Multiclass classification on TALENT Multiclass (> 10 classes) Full (avg across datasets)
3.75RankRealMLP
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RealMLP2025.08 | 3.75 | 73 | 96.4 | 8.33 | 50 | 91.7 | 91.7 | 16.4 | |
| xRFM2025.08 | 5.46 | 71.8 | 94.9 | 25 | 50 | 66.7 | 83.3 | 18.3 | |
| TabR2025.08 | 6 | 72 | 94.8 | 16.7 | 50 | 50 | 66.7 | 17.2 | |
| ResNet2025.08 | 6.33 | 72 | 94.9 | 0 | 16.7 | 50 | 83.3 | 17.8 | |
| ModernNCA2025.08 | 6.83 | 71.3 | 91.3 | 33.3 | 41.7 | 50 | 83.3 | 16.8 | |
| FTT2025.08 | 8.79 | 70.9 | 91.9 | 0 | 8.33 | 25 | 50 | 18.7 | |
| MLP-PLR2025.08 | 8.79 | 71.2 | 92.5 | 0 | 0 | 25 | 50 | 18.5 | |
| MLP2025.08 | 9.58 | 71 | 92.2 | 0 | 0 | 8.33 | 41.7 | 19 | |
| Laplace KRR2025.08 | 10.8 | 67.9 | 88.9 | 0 | 16.7 | 41.7 | 50 | 21.8 | |
| DCN22025.08 | 11.2 | 70.7 | 91.5 | 0 | 8.33 | 8.33 | 8.33 | 19.3 | |
| AutoInt2025.08 | 12.2 | 70.1 | 89.9 | 0 | 0 | 0 | 16.7 | 19.4 | |
| SNN2025.08 | 12.2 | 70.4 | 90.6 | 0 | 0 | 0 | 33.3 | 19.7 | |
| CatBoost2025.08 | 12.8 | 67.9 | 84.2 | 8.33 | 25 | 33.3 | 33.3 | 21.8 | |
| Danets2025.08 | 15.9 | 68.7 | 88.2 | 0 | 0 | 0 | 0 | 21.5 | |
| Tangos2025.08 | 16.1 | 66 | 82.3 | 0 | 8.33 | 8.33 | 16.7 | 22.5 | |
| XGBoost2025.08 | 16.2 | 67.8 | 87.4 | 8.33 | 8.33 | 8.33 | 25 | 23.6 | |
| Excelformer2025.08 | 16.6 | 67.5 | 85.1 | 0 | 0 | 0 | 16.7 | 21.7 | |
| TabCaps2025.08 | 16.8 | 67 | 85.3 | 0 | 0 | 0 | 0 | 23.1 | |
| LightGBM2025.08 | 16.9 | 66.8 | 85 | 0 | 0 | 0 | 16.7 | 26.1 | |
| PTARL2025.08 | 18.7 | 65.6 | 82.3 | 0 | 0 | 0 | 0 | 23.3 | |
| kNN2025.08 | 20.2 | 63.7 | 80 | 0 | 0 | 0 | 8.33 | 27.3 | |
| RandomForest2025.08 | 20.7 | 62 | 78.2 | 0 | 8.33 | 8.33 | 8.33 | 31.1 | |
| TabTransformer2025.08 | 20.8 | 58.2 | 70.2 | 0 | 0 | 8.33 | 8.33 | 30.7 | |
| LogReg2025.08 | 22 | 53.8 | 62.2 | 0 | 0 | 0 | 0 | 33.8 | |
| SVM2025.08 | 25.1 | 48.6 | 52.3 | 0 | 8.33 | 8.33 | 8.33 | 38.5 | |
| SwitchTab2025.08 | 25.2 | 52.5 | 60.3 | 0 | 0 | 0 | 0 | 37.2 | |
| Node2025.08 | 26.2 | 53.6 | 61.1 | 0 | 0 | 0 | 0 | 40.2 | |
| GrowNet2025.08 | 26.2 | 40.2 | 47.7 | 0 | 0 | 0 | 0 | 56.5 | |
| TabNet2025.08 | 26.3 | 48.6 | 51.6 | 0 | 0 | 0 | 0 | 36.8 | |
| NaiveBayes2025.08 | 29.5 | 41 | 38 | 0 | 0 | 0 | 0 | 54.5 | |
| NCM2025.08 | 30.2 | 39.9 | 33.9 | 0 | 0 | 0 | 0 | 55.2 |