UCB-Exploration Algorithms are a popular choice for reinforcement learning tasks read more due to their robustness. The Upper Confidence Bound applied with Empirical Average (UCB-EA) algorithm, in particular, gains prominence for its ability to balance exploration and exploitation. UCB-EA utilizes a