My RL project has all positive continuous rewards for every step and the goal is to have the maximum cumulative reward (episodic reward). The problem is that the rewards are too close and all between 5 and 6, therefore achieving the optimum episodic reward will be harder.
What scaling methods are recommended? (like min-max scaling or reward ** 3)
How can I emphasize the episodic reward?