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It sounds like you've invented a crappy version of MCTS[0].

[0] https://en.wikipedia.org/wiki/Monte_Carlo_tree_search

MCTS estimates a score for each action by stochastically sampling the future states. It has nothing to do with a problem such as this with continuous inputs and outputs.

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