| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| JAHS-C10 Bench (val) | πBO | Validation Error8.07 | 52 | 3mo ago | |
| JAHS-Bench CH (val) | PriorBand | Validation Error4.399 | 31 | 3mo ago | |
| JAHS-Bench FM (val) | PriorBand | Validation Error4.709 | 28 | 3mo ago | |
| PD1 WMT (val) | PriorBand | Validation Error34.7 | 24 | 3mo ago | |
| PD1-LM1B (val) | PriorBand | Validation Error0.628 | 24 | 3mo ago | |
| ImageNet PD1 (val) | PriorBand | Validation Error21.7 | 24 | 3mo ago | |
| Cifar100 PD1 (val) | PriorBand | Validation Error22.1 | 24 | 3mo ago | |
| Breast Cancer SVM (test) | Dec-PFN-TS | Final Simple Regret0.0061 | 22 | 26d ago | |
| Diabetes RF (test) | GP-EI (BoTorch) | Final Simple Regret0.8926 | 22 | 26d ago | |
| Airlines XGB (test) | Dec-ICL-LCB | Final Simple Regret0.0209 | 22 | 26d ago | |
| Kin8nm XGB (test) | Tuned-ICL-LogEI | Final Simple Regret0.0073 | 22 | 26d ago | |
| California XGB (test) | Dec-ICL-LCB | Final Simple Regret0.0225 | 22 | 26d ago | |
| Airlines LGBM (test) | Dec-ICL-TS | Final Simple Regret0.0117 | 22 | 26d ago | |
| Kin8nm LGBM (test) | Dec-PFN-LCB | Final Simple Regret0.0078 | 22 | 26d ago | |
| California LGBM (test) | Tuned-ICL-LogEI | Final Simple Regret0.0171 | 22 | 26d ago | |
| LCBench (test) | GPT4-o3-mini | Score0.6433 | 15 | 3mo ago | |
| HyperFD | Rank@1119.25 | 10 | 3mo ago | ||
| 108 black-box functions (test) | HEBO | Mean100.12 | 10 | 3mo ago | |
| autoresearch (val) | Number of Trials629 | 9 | 2mo ago | ||
| PD1 | MLCopilot | Normalized Accuracy @ 11.48 | 9 | 3mo ago | |
| HPO-B | MLCopilot | nAcc@181.59 | 9 | 3mo ago | |
| 108 hyperparameter tuning tasks (summary) | HEBO | Number of Best Tasks71 | 9 | 3mo ago | |
| LASSO-DNA frozen noise | Total Proposal Time (s)0.1 | 8 | 28d ago | ||
| LASSO-DNA natural noise | Total Proposal Time (s)0.1 | 8 | 28d ago | ||
| UCI Breast Cancer MLP4 | AUSR3.7 | 8 | 3mo ago |
