Hyperparameter Optimization on Kin8nm LGBM (test)
0.0078Final Simple RegretDec-PFN-LCB
Evaluation Results
| Method | Links | |
|---|---|---|
| Dec-PFN-LCBFamily=Dec-PFN2026.05 | 0.0078 | |
| Dec-ICL-TS-TotalFamily=Dec-ICL2026.05 | 0.0084 | |
| Tuned-PFN-LCBFamily=Tuned-PFN2026.05 | 0.0087 | |
| Dec-ICL-EIFamily=Dec-ICL2026.05 | 0.0089 | |
| Dec-ICL-LCB-TotalFamily=Dec-ICL2026.05 | 0.0089 | |
| Dec-ICL-LogEIFamily=Dec-ICL2026.05 | 0.0091 | |
| GP-EI (BoTorch)Family=Baseline2026.05 | 0.0093 | |
| GP (BoTorch)Family=Baseline2026.05 | 0.0095 | |
| Tuned-ICL-LCBFamily=Tuned-ICL2026.05 | 0.0097 | |
| Tuned-PFN-TSFamily=Tuned-PFN2026.05 | 0.0097 | |
| Tuned-PFN-LogEIFamily=Tuned-PFN2026.05 | 0.0098 | |
| GP-TS-EpiFamily=Baseline2026.05 | 0.0099 | |
| Dec-ICL-TSFamily=Dec-ICL2026.05 | 0.0101 | |
| TPE (Optuna)Family=Baseline2026.05 | 0.0101 | |
| Tuned-ICL-LogEIFamily=Tuned-ICL2026.05 | 0.0103 | |
| GP-EIFamily=Baseline2026.05 | 0.0103 | |
| GP-TSFamily=Baseline2026.05 | 0.0105 | |
| Dec-ICL-LCBFamily=Dec-ICL2026.05 | 0.0106 | |
| Dec-PFN-LogEIFamily=Dec-PFN2026.05 | 0.0106 | |
| Tuned-ICL-TSFamily=Tuned-ICL2026.05 | 0.0107 | |
| Dec-PFN-TSFamily=Dec-PFN2026.05 | 0.0112 | |
| RandomFamily=Baseline2026.05 | 0.0112 |