We should study of the state-of-the-art thoroughly.
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Look at what has been done in the Halite challenge regarding machine learning ?
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What were the winning solutions last year ? Even though there are deterministic, we can gain insight about modeling the problem.
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Take inspiration from the GO method ? Inverse reinforcement learning ?