Why is the reward only an indirect measure of an agent's performance in reinforcement learning?
Reward signal defines the goal in reinforcement learning problem, the value function specifies that what is good in the long run.
Is the value function actually a direct measure of the agent's performance, because it measures the overall performance of agent?