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And MCTS still the SOTA search algo in Go etc

It's often forgotten that Rich Sutton said the two things which work are learning (the AlphaGo/Leela Zero policy network) and search (MCTS). (I think the most interesting research in ML is around the circumstances in which large models wind up performing implicit search.)

Well, gradient optimisation is a form of search.

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