UCB-Exploration Algorithms have become a popular choice for reinforcement learning tasks due to their efficiency. 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 leverages a confidence bound on the estimated value of each ac