ResearchBenchmarksHyperparameter Optimization on Anisotropic Analytic Benchmarks dim=30 (test)Hyperparameter Optimization on Anisotropic Analytic Benchmarks dim=30 (test)Follow40.14Normalized Regret AUCSG13.734420.589727.44534.3003Jun 8, 2026Evaluation resultsMethodMethodLinksNormalized Regret AUCGIF-winSG2026.0640.14—RS2026.0639.75—BOHB2026.0635.09—GP2026.0630.89—TPE2026.0621.34—UniAllocAblation=Uniform Alloc...Ablation=Uniform Allocation2026.0621.01—RandImpAblation=Random Import...Ablation=Random Importance2026.0618.46—NoFBAblation=No FallbackAblation=No Fallback2026.0617.62—GIF2026.0614.75100