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Part 2 · Intuition
Does the model really help? Run the experiment
The regret figure in the Background was one function. Here you can run fresh head-to-head episodes yourself: each one draws a new random smooth function, gives EI-driven BO and uniform random search 12 evaluations each, and records who found the higher value.