Automated Machine Learning on 80 tasks all (test)
1.36Average Test RankPSEO
Evaluation Results
| Method | Links | |
|---|---|---|
| PSEOSearch Space=AutoGluon's search space, Time Budget=2 hours2025.08 | 1.36 | |
| AutoGluonSearch Space=AutoGluon's search space, Time Budget=2 hours, Mode=best quality2025.08 | 1.9 | |
| Single-BestSearch Space=AutoGluon's search space, Time Budget=2 hours2025.08 | 2.46 | |
| PSEO2025.08 | 2.96 | |
| AutoGluon-2025.08 | 6.19 | |
| ALL-ES-L2Candidate Pool Selection=ALL, Ensemble Method=ES, Regularization=L22025.08 | 6.25 | |
| ALL-Linear-L1Candidate Pool Selection=ALL, Ensemble Method=Linear, Regularization=L12025.08 | 6.36 | |
| BEST-Linear-L2Candidate Pool Selection=BEST, Ensemble Method=Linear, Regularization=L22025.08 | 7 | |
| ALL-Linear-L2Candidate Pool Selection=ALL, Ensemble Method=Linear, Regularization=L22025.08 | 7.31 | |
| BEST-ES-L2Candidate Pool Selection=BEST, Ensemble Method=ES, Regularization=L22025.08 | 7.47 | |
| OptDivBO2025.08 | 7.56 | |
| ALL-ES-L1Candidate Pool Selection=ALL, Ensemble Method=ES, Regularization=L12025.08 | 7.67 | |
| ES2025.08 | 7.78 | |
| BEST-ES-L1Candidate Pool Selection=BEST, Ensemble Method=ES, Regularization=L12025.08 | 8.34 | |
| CMA-ES2025.08 | 8.53 | |
| BEST-Linear-L1Candidate Pool Selection=BEST, Ensemble Method=Linear, Regularization=L12025.08 | 8.69 | |
| Autostacker2025.08 | 9.69 | |
| EO2025.08 | 10.36 | |
| Single-Best2025.08 | 10.79 |