Classification on Higgs 30K subsamples
72.73AccuracyCatBoost
Evaluation results
| Method | Links | |
|---|---|---|
| CatBoost2026.05 | 72.73 | |
| LGBM2026.05 | 72.45 | |
| XGBoost2026.05 | 71.98 | |
| DynaTab2026.05 | 71.93 | |
| TabNet2026.05 | 71.77 | |
| Random Forest2026.05 | 71.75 | |
| MLP2026.05 | 71.26 | |
| CategoryEmbedding2026.05 | 71.26 | |
| GBM2026.05 | 71.06 | |
| TabSeq2026.05 | 70.63 | |
| TabTransformer2026.05 | 70.47 | |
| TabM2026.05 | 70.22 | |
| SVM2026.05 | 69.73 | |
| TabR2026.05 | 69.5 | |
| FT-Transformer2026.05 | 68.1 | |
| AdaBoost2026.05 | 67.64 | |
| NODE2026.05 | 66.75 | |
| SAINT2026.05 | 65.2 | |
| Lasso2026.05 | 64.1 | |
| AutoInt2026.05 | 63.8 | |
| Decision Tree2026.05 | 62.76 | |
| KNN2026.05 | 62.02 | |
| Trompt2026.05 | 60.9 | |
| 1-D CNN2026.05 | 60.9 | |
| Naive Bayes2026.05 | 60.32 | |
| MambaTab2026.05 | 56.1 | |
| TANGOS2026.05 | 56.1 | |
| ModernNCA2026.05 | 50.5 | |
| LLSPIN2026.05 | 50.5 | |
| MambAttention2026.05 | 48.45 | |
| LSPIN2026.05 | 48.45 | |
| ResNetTabular2026.05 | 46.3 | |
| DCN2026.05 | 46.3 | |
| DeepFM2026.05 | 44.1 | |
| NDTF2026.05 | 44.1 | |
| Mambular2026.05 | 41.75 | |
| DANets2026.05 | 36.5 | |
| TabulaRNN2026.05 | 33.6 | |
| ENODE2026.05 | 30.5 | |
| REAL-X2026.05 | 27.2 | |
| STG2026.05 | 24 | |
| L2X2026.05 | 20.5 | |
| INVASE2026.05 | 20.2 | |
| ProtoGate2026.05 | 20 |