Question: In this problem, we consider mild modifications of the standard MDP setting. (a) (10 points) Sometimes MDPs are formulated with a reward function R(s)

In this problem, we consider mild modifications of the standard MDP setting.

In this problem, we consider mild modifications of the standard MDP setting. (a) (10 points) Sometimes MDPs are formulated with a reward function R(s) that depends only on the current state. Write the Bellman equation for this formulation, keeping in mind the definition of the utility of a state. (b) (10 points) Consider an MDP with reward function R(s) and transition model P(s's, a). Instead of a deterministic policy (s) = a, which assigns a single optimal action a for each states, consider allowing probabilistic policies (s) = p(a|s), where p(als) is a probability distribution over possible actions. Write the Bellman equation for this formulation, keeping in mind the definition of the utility of a state.

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