Partially Observed Markov Decision Processes

ward Function (R):** The immediate gain or cost obtained after performing an action in a state. **Belief State (b):** A probability distribution over states representing the agent’s current knowledge. Unlike traditional MDPs where the state is fully known, POMDPs