An agent is in a state where the expected return, averaged over all possible actions according to its current policy, is 10. The agent is considering three specific actions. The expected return for taking the first action is 12, for the second is 8, and for the third is 10. Based on the advantage of each action, which of the following statements is the most accurate analysis?

Reinforcement Learning Agent Decision Analysis

Interpreting the Advantage Function