ResearchBenchmarksHyperparameter Optimization on Anisotropic Analytic Benchmarks dim=10 (test)Hyperparameter Optimization on Anisotropic Analytic Benchmarks dim=10 (test)Follow6.96Normalized Regret AUCRandImp6.22411.19216.1621.128Jun 8, 2026Evaluation resultsMethodMethodLinksNormalized Regret AUCGIF Win RateRandImpAblation=Random Import...Ablation=Random Importance2026.066.96—NoFBAblation=No FallbackAblation=No Fallback2026.067.19—GIF2026.067.3660UniAllocAblation=Uniform Alloc...Ablation=Uniform Allocation2026.067.95—TPE2026.068.06—BOHB2026.0611.36—GP2026.0620.35—RS2026.0621.41—SG2026.0625.36—