• Jan 10, 2026 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 BY Ms. Gustave Ullrich
