ResearchBenchmarksHyperparameter Optimization on Anisotropic Analytic Benchmarks dim=50 (test)Hyperparameter Optimization on Anisotropic Analytic Benchmarks dim=50 (test)Follow48.36Normalized Regret AUCRS18.012825.891433.7741.6486Jun 8, 2026Evaluation resultsMethodMethodLinksNormalized Regret AUCGIF-winRS2026.0648.36—SG2026.0647.08—BOHB2026.0644.23—GP2026.0642.88—TPE2026.0629.35—UniAllocAblation=Uniform Alloc...Ablation=Uniform Allocation2026.0624.7—RandImpAblation=Random Import...Ablation=Random Importance2026.0624.07—NoFBAblation=No FallbackAblation=No Fallback2026.0623.33—GIF2026.0619.18100