Upper Confidence Bound (UCB) ============================ Upper Confidence Bound (UCB) is an acquisition function that scores candidates based on both their predicted mean and uncertainty. It selects candidates with high upper confidence bounds, balancing exploitation and exploration through a tunable parameter. .. automodule:: alf_tools.optimizer.acquisition_functions.ucb :members: :show-inheritance: :undoc-members: