| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| JAHS-C10 Bench (val) | πBO | Validation Error8.07 | 52 | 4mo ago | |
| JAHS-Bench CH (val) | PriorBand | Validation Error4.399 | 31 | 4mo ago | |
| JAHS-Bench FM (val) | PriorBand | Validation Error4.709 | 28 | 4mo ago | |
| PD1 WMT (val) | PriorBand | Validation Error34.7 | 24 | 4mo ago | |
| PD1-LM1B (val) | PriorBand | Validation Error0.628 | 24 | 4mo ago | |
| ImageNet PD1 (val) | PriorBand | Validation Error21.7 | 24 | 4mo ago | |
| Cifar100 PD1 (val) | PriorBand | Validation Error22.1 | 24 | 4mo ago | |
| Breast Cancer SVM (test) | Dec-PFN-TS | Final Simple Regret0.0061 | 22 | 2mo ago | |
| Diabetes RF (test) | GP-EI (BoTorch) | Final Simple Regret0.8926 | 22 | 2mo ago | |
| Airlines XGB (test) | Dec-ICL-LCB | Final Simple Regret0.0209 | 22 | 2mo ago | |
| Kin8nm XGB (test) | Tuned-ICL-LogEI | Final Simple Regret0.0073 | 22 | 2mo ago | |
| California XGB (test) | Dec-ICL-LCB | Final Simple Regret0.0225 | 22 | 2mo ago | |
| Airlines LGBM (test) | Dec-ICL-TS | Final Simple Regret0.0117 | 22 | 2mo ago | |
| Kin8nm LGBM (test) | Dec-PFN-LCB | Final Simple Regret0.0078 | 22 | 2mo ago | |
| California LGBM (test) | Tuned-ICL-LogEI | Final Simple Regret0.0171 | 22 | 2mo ago | |
| LCBench (test) | GPT4-o3-mini | Score0.6433 | 15 | 4mo ago | |
| autoresearch (val) | Best Validation bpb99.04 | 13 | 1mo ago | ||
| Bayesmark (aggregated) | GIF | Average Rank2.72 | 10 | 1mo ago | |
| HyperFD | Rank@1119.25 | 10 | 4mo ago | ||
| 108 black-box functions (test) | HEBO | Mean100.12 | 10 | 4mo ago | |
| Anisotropic Analytic Benchmarks dim=50 (test) | Normalized Regret AUC48.36 | 9 | 1mo ago | ||
| Anisotropic Analytic Benchmarks dim=30 (test) | SG | Normalized Regret AUC40.14 | 9 | 1mo ago | |
| Anisotropic Analytic Benchmarks dim=10 (test) | RandImp | Normalized Regret AUC6.96 | 9 | 1mo ago | |
| Anisotropic Analytic Benchmarks dim=5 (test) | Normalized Regret AUC10.4 | 9 | 1mo ago | ||
| PD1 | MLCopilot | Normalized Accuracy @ 11.48 | 9 | 4mo ago |
