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Reinforcement Learning - Fall 2025
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In Reinforcement Learning, what does the term “agent” refer to?
What is the main goal of reinforcement learning?
What does the value function represent in RL?
What is an action in reinforcement learning?
What is a policy in reinforcement learning?
Consider an episodic MDP with one state and two actions (left and right). The left action has stochastic reward 1 with probability p and 3 with probability 1−p. The right action has stochastic reward 0 with probability q and 10 with probability 1−q. What relationship between p and q makes the actions equally optimal?
In a Markov reward process (MRP), the value function v(s) is:
Which property distinguishes an MDP from a regular Markov Chain?
Every finite Markov decision process has __. [Select all that apply]
Suppose the discount factor γ=0.8 and the reward sequence is R1=5 followed by an infinite sequence of 10s.
What is G0?