Share your thoughts, 1 month free Claude Pro on usSee more

Hyperparameter Optimization on California LGBM (test)

0.0171Final Simple Regret

Tuned-ICL-LogEI

Updated 26d ago

Evaluation Results

Method	Links
Tuned-ICL-LogEI 2026.05		0.0171
Dec-ICL-TS 2026.05		0.0186
TPE (Optuna) 2026.05		0.0188
Dec-ICL-LogEI 2026.05		0.0191
Dec-ICL-TS-Total 2026.05		0.0192
GP-EI (BoTorch) 2026.05		0.0192
GP-EI 2026.05		0.0201
Random 2026.05		0.0202
Tuned-PFN-LCB 2026.05		0.0203
Tuned-PFN-TS 2026.05		0.0204
Dec-PFN-LogEI 2026.05		0.0204
Dec-PFN-TS 2026.05		0.021
GP-TS 2026.05		0.0214
Tuned-ICL-TS 2026.05		0.0216
Tuned-PFN-LogEI 2026.05		0.022
Tuned-ICL-LCB 2026.05		0.0222
Dec-ICL-EI 2026.05		0.0222
Dec-PFN-LCB 2026.05		0.0234
Dec-ICL-LCB-Total 2026.05		0.0243
GP (BoTorch) 2026.05		0.0244
Dec-ICL-LCB 2026.05		0.0258
GP-TS-Epi 2026.05		0.026