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tpe

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Black-box hyperparameter-optimizer benchmark against known optima: model-based search (TPE/GP-EI) buys sample-efficiency from response-surface structure, multi-fidelity (Hyperband) buys budget-efficiency from fidelity-rank correlation -- each proven by an ablation that collapses it. Offline-first, numpy-only core.

  • Updated Jun 23, 2026
  • Python

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