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Are You Creating an Agent to Explore a Video Game?
In your paper in particular, are you substituting some notion of a score base, reward system? For one that's purely curiosity base, do not care about the score. And make them actually to play the game in full, so they collect levels and scores as it would marly to win a game? That is still research to come.