Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: MCTS Based Agents for Multistage Single-Player Card Game   The article presents the use of Monte Carlo Tree Search algorithms for the
card game Lord of the Rings. The main challenge was the complexity of the game
mechanics, in which each round consists of 5 decision stages and 2 random
stages. To test various decision-making algorithms, a game simulator has been
implemented. The research covered an agent based on expert rules, using flat
Monte-Carlo search, as well as complete MCTS-UCB. Moreover different playout
strategies has been compared. As a result of experiments, an optimal (assuming
a limited time) combination of algorithms were formulated. The developed MCTS
based method have demonstrated a advantage over agent with expert knowledge.

36
The categories of this paper are: cmp-lg
12
The categories of this paper are: nucl-th
17
The categories of this paper are: q-fin
21
The categories of this paper are: adap-org
25
The categories of this paper are: patt-sol
19
The categories of this paper are: eess
35
The categories of this paper are: mtrl-th
22
The categories of this paper are: chao-dyn
11
The categories of this paper are: hep-lat
13
The categories of this paper are: quant-ph
15
The categories of this paper are: nucl-ex
7
The categories of this paper are: hep-th
28
The categories of this paper are: alg-geom
3
The categories of this paper are: physics
18
The categories of this paper are: econ
24
The categories of this paper are: dg-ga