Classification on Fashion MNIST
88.52AccuracyDynaTab
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynaTab2026.05 | 88.52 | — | |
| TabNet2026.05 | 87.99 | — | |
| MLP2026.05 | 87.85 | — | |
| XGBoost2026.05 | 87.84 | — | |
| STG2026.05 | 87.72 | — | |
| TabR2026.05 | 87.64 | — | |
| GBM2026.05 | 87.53 | — | |
| LSPIN2026.05 | 87.46 | — | |
| LLSPIN2026.05 | 87.46 | — | |
| CatBoost2026.05 | 87.39 | — | |
| TabSeq2026.05 | 87.36 | — | |
| LGBM2026.05 | 87.25 | — | |
| Random Forest2026.05 | 86.85 | — | |
| Lasso2026.05 | 86.79 | — | |
| TabM2026.05 | 86.66 | — | |
| AdaBoost2026.05 | 86.62 | — | |
| 1-D CNN2026.05 | 86.5 | — | |
| SVM2026.05 | 86.48 | — | |
| CategoryEmbedding2026.05 | 84.77 | — | |
| KNN2026.05 | 84.26 | — | |
| AUC-SpecNumber of Labeled points=2002026.02 | 80.9 | 89.6 | |
| p laplaceNumber of Labeled points=2002026.02 | 80.6 | 89.3 | |
| Top eigenvectorsNumber of Labeled points=2002026.02 | 79.7 | 87.4 | |
| Naive Bayes2026.05 | 79.59 | — | |
| Poisson learningNumber of Labeled points=2002026.02 | 78.2 | 87.4 | |
| AUC-SpecNumber of Labeled points=202026.02 | 74.7 | 83.1 | |
| p laplaceNumber of Labeled points=202026.02 | 74.5 | 82.9 | |
| Poisson learningNumber of Labeled points=202026.02 | 74.2 | 82.5 | |
| AUC-SpecNumber of Labeled points=122026.02 | 73.8 | 81.5 | |
| Top eigenvectorsNumber of Labeled points=202026.02 | 73.2 | 79.7 | |
| p laplaceNumber of Labeled points=122026.02 | 72.1 | 79.9 | |
| Poisson learningNumber of Labeled points=122026.02 | 71.5 | 79.3 | |
| Poisson learningNumber of Labeled points=102026.02 | 71.1 | 78.5 | |
| AUC-SpecNumber of Labeled points=82026.02 | 70.8 | 79.7 | |
| p laplaceNumber of Labeled points=102026.02 | 70.8 | 78.1 | |
| Poisson learningNumber of Labeled points=82026.02 | 70.7 | 77 | |
| Decision Tree2026.05 | 70.31 | — | |
| Top eigenvectorsNumber of Labeled points=122026.02 | 70.1 | 75.9 | |
| p laplaceNumber of Labeled points=82026.02 | 70 | 76.2 | |
| AUC-SpecNumber of Labeled points=102026.02 | 69.4 | 78 | |
| Top eigenvectorsNumber of Labeled points=82026.02 | 68.7 | 74.8 | |
| Top eigenvectorsNumber of Labeled points=102026.02 | 67.5 | 72.7 | |
| Label propagationNumber of Labeled points=2002026.02 | 60.2 | 87.7 | |
| Label propagationNumber of Labeled points=102026.02 | 51 | 76.7 | |
| Label propagationNumber of Labeled points=82026.02 | 50.6 | 78.9 | |
| Label propagationNumber of Labeled points=122026.02 | 50.4 | 81 | |
| Label propagationNumber of Labeled points=202026.02 | 50.1 | 81.7 |