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The whole point of the OpenAI exercise is to improve transfer learning- a winning project should be able to work off of a single model.

For an example of a system that does learn new rules using a single model check out this post from Vicarious[0].

[0] https://www.vicarious.com/2017/08/07/general-game-playing-wi...




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