Aug 26, 2020 · Abstract:We consider a two-player search game on a tree T. One vertex (unknown to the players) is randomly selected as the target.
The tree search game is a finite, two- player, zero-sum, sequential game, and so both players have an optimal deterministic strategy. For a tree T, let P(T) be ...
When one player plays optimally and the other plays randomly, it is shown that the optimal player wins with probability between $9/16$ and $2/3$ ...
Feb 17, 2017 · To implement MCTS for two player game, you can simply flip the sign in every step of back-propagation, a one-line change in the code.
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Aug 26, 2020 · The winner is the player who guesses the target. When both players play optimally, we show that each wins with probability approximately 1/2.
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Jul 20, 2023 · It must be a two-player game; It must be a sequential game in which players take turns to play their move. It must have a finite set of well ...
Apr 22, 2013 · The Monte Carlo Tree Search (MCTS) is applicable but not very good in this case, as the opponents actors are not random but will choose the best move they can.
Aug 4, 2021 · It is my understanding that in the game tree that MCTS builds, consecutive levels in the tree correspond to different player's turns.
We develop an AI-inspired computational model with three main components: a feature-based evaluation function, a tree search algorithm to find the value- ...
Nov 10, 2021 · The tree of possible plays is often enormous. For chess it is estimated to have ca 10100 nodes, and can therefore never (?) be searched ...