Reinforcement Learning, Artificial Intelligence, Machine Learning, Data Science, Statistics.
task failure. The agent must diversify its actions, progressively emphasizing those showing promise. In stochastic tasks, repeated trials are essential to reliably estimate the expected reward. Although mathematicians have extensively studied the exploration-exploitation dilemma for decades, a