Timing Efficiency on Median per-dataset (test)
0HPO Time (s)TabPFN-MT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TabPFN-MTNumber of Tasks (T)=1, Model Category=Ours2026.05 | 0 | 0 | 0.01 | 0.01 | — | |
| TabPFN-MTNumber of Tasks (T)=5, Model Category=Ours2026.05 | 0 | 0 | 0.02 | 0.02 | 1.44 | |
| TabPFN-v1Number of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 0 | 0 | 0.33 | 0.33 | — | |
| TabPFN-v1Number of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 0 | 0 | 1.66 | 1.66 | 4.96 | |
| TabPFN-v2.6Number of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 0 | 0.06 | 0.25 | 0.31 | — | |
| TabPFN-v2.6Number of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 0 | 0.31 | 1.27 | 1.59 | 5.06 | |
| Tab-TNumber of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 3.6 | 0.34 | 0 | 3.95 | — | |
| ST-MLPNumber of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 10.66 | 1.28 | 0 | 11.94 | — | |
| MT-MLPNumber of Tasks (T)=1, Model Category=Multi-Task Baselines2026.05 | 11.58 | 0.79 | 0 | 12.49 | — | |
| MMoENumber of Tasks (T)=1, Model Category=Multi-Task Baselines2026.05 | 12.11 | 1.22 | 0 | 13.33 | — | |
| PLENumber of Tasks (T)=1, Model Category=Multi-Task Baselines2026.05 | 13.4 | 2.94 | 0.01 | 16.34 | — | |
| STEMNumber of Tasks (T)=1, Model Category=Multi-Task Baselines2026.05 | 16.59 | 3.8 | 0.01 | 20.54 | — | |
| MMoENumber of Tasks (T)=5, Model Category=Multi-Task Baselines2026.05 | 18.38 | 1.5 | 0 | 19.88 | 1.49 | |
| MT-MLPNumber of Tasks (T)=5, Model Category=Multi-Task Baselines2026.05 | 19.41 | 1.35 | 0 | 20.91 | 1.67 | |
| FT-TNumber of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 19.51 | 4.68 | 0.01 | 24.23 | — | |
| Tab-TNumber of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 20.07 | 1.83 | 0 | 21.89 | 5.54 | |
| MTabNumber of Tasks (T)=1, Model Category=Multi-Task Baselines2026.05 | 20.29 | 4.56 | 0.01 | 24.86 | — | |
| PLENumber of Tasks (T)=5, Model Category=Multi-Task Baselines2026.05 | 26.82 | 3.78 | 0.01 | 30.24 | 1.85 | |
| MTabNumber of Tasks (T)=5, Model Category=Multi-Task Baselines2026.05 | 44.92 | 2.82 | 0 | 46.45 | 1.87 | |
| STEMNumber of Tasks (T)=5, Model Category=Multi-Task Baselines2026.05 | 46.05 | 5.07 | 0.01 | 50.48 | 2.46 | |
| ST-MLPNumber of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 54.81 | 8.92 | 0.01 | 63.74 | 5.34 | |
| SAINTNumber of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 61.65 | 3.07 | 0.01 | 64.71 | — | |
| FT-TNumber of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 125.78 | 16.79 | 0.04 | 144.29 | 5.95 | |
| CatBNumber of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 149.8 | 4.01 | 0.01 | 153.8 | — | |
| XGBNumber of Tasks (T)=1, Model Category=Single-Task Baselines2026.05 | 184.23 | 14.29 | 0.07 | 198.57 | — | |
| SAINTNumber of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 309.24 | 16.38 | 0.06 | 325.27 | 5.03 | |
| CatBNumber of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 707.04 | 19.18 | 0.03 | 726.21 | 4.72 | |
| XGBNumber of Tasks (T)=5, Model Category=Single-Task Baselines2026.05 | 905.62 | 74.91 | 0.28 | 980.61 | 4.94 |