> I've found that AMAF gives very little boost with light playouts,
> you really need something fairly meaningful already to get any kind
> of real boost. To have at least 10% chance of beating GNUGo with
> reasonable time per game (to be able to play-test your bot), I think
> you can't avoid doing a lot more than plain UCT + AMAF + light playouts.

I suppose it depends on what exactly you try to boost.

As others already stated doing just light playouts, no tree-search,
AMAF gives a huge boost. With light playouts and UCT tree-search, AMAF
still gives a considerable improvement. Maybe you can try to search
the archives, I think I posted about it. My MCTS ref-bot has a
parameter called 'useAMAF'. You can experiment with witching it on and
off with different numbers of playouts if you want to. If I remember
well, the difference was very obvious, even with high number of
playouts.

Also the latter statement I find an exaggeration. Plain UCT + AMAF +
semi-light playouts beats GNUGo without too much work. All I needed
was including some simple tactics and a few tricks to prune the tree
early in the game (i.e. not play on the 1st and 2nd line).

Mark
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