Nick Wedd wrote:
I suggest that instead of getting your neural players to play Go, you get them to play a very slightly different game, in which, when both players pass in turn, all stones remaining on the board are deemed alive. It is not difficult to write a scoring algorithm for this game.

I believe this game is called "Go with Tromp-Taylor rules".
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