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In this work, we ask the following question: Can visual analogies, learned inan unsupervised way, be used in order to transfer knowledge between pairs ofgames and even play one game using an agent trained for another game? Weattempt to answer this research question by creating visual analogies between apair of games: a source game and a target game. For example, given a videoframe in the target game, we map it to an analogous state in the source gameand then attempt to play using a trained policy learned for the source game. Wedemonstrate convincing visual mapping between four pairs of games (eightmappings), which are used to evaluate three transfer learning approaches.

Visual Analogies between Atari Games for Studying Transfer Learning in RL