Classification on Synthetic (accuracy)
97.75AccuracyLinear
Evaluation Results
| Method | Links | |
|---|---|---|
| LinearBest alpha=0.47, Strategy=Best Pairwise2026.05 | 97.75 | |
| LinearBest alpha=0.47, Strategy=Best kNN2026.05 | 97.72 | |
| Chunked TabPFNScenario=Non-strategic2026.05 | 91.8 | |
| TabPFN v2.5Scenario=Non-strategic2026.05 | 91.5 | |
| TabICLScenario=Non-strategic2026.05 | 91.2 | |
| Drift-Resilient TabPFNScenario=Non-strategic2026.05 | 90.8 | |
| XGBoostScenario=Non-strategic2026.05 | 90.4 | |
| SPNScenario=Non-strategic2026.05 | 90.3 | |
| CatBoostScenario=Non-strategic2026.05 | 90.2 | |
| SPNScenario=Strategic2026.05 | 90.2 | |
| LinearBest alpha=0.47, Strategy=Raw2026.05 | 88.05 | |
| TabDPTScenario=Non-strategic2026.05 | 87.42 | |
| MLPScenario=Non-strategic2026.05 | 87.15 | |
| LightGBMScenario=Non-strategic2026.05 | 87.11 | |
| TabFlexScenario=Non-strategic2026.05 | 87.06 | |
| Linear modelsScenario=Non-strategic2026.05 | 86.54 | |
| SVMScenario=Non-strategic2026.05 | 86.12 | |
| Drift-Resilient TabPFNScenario=Strategic2026.05 | 86.1 | |
| LightGBMScenario=Strategic2026.05 | 85.98 | |
| XGBoostScenario=Strategic2026.05 | 85.73 | |
| LinearBest alpha=0.47, Strategy=Calibrated2026.05 | 85.63 | |
| Chunked TabPFNScenario=Strategic2026.05 | 85.6 | |
| CatBoostScenario=Strategic2026.05 | 85.21 | |
| TabPFN v2.5Scenario=Strategic2026.05 | 85.05 | |
| TabICLScenario=Strategic2026.05 | 84.83 | |
| TabDPTScenario=Strategic2026.05 | 84.63 | |
| MLPScenario=Strategic2026.05 | 84.23 | |
| TabFlexScenario=Strategic2026.05 | 84.02 | |
| Linear modelsScenario=Strategic2026.05 | 83.64 | |
| SVMScenario=Strategic2026.05 | 83.28 | |
| LinearBest alpha=0.47, Strategy=Naive2026.05 | 73.52 |