Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Limiting dynamics for Q-learning with memory one in two-player,
  two-action games   We develop a computational method to identify all pure strategy equilibrium
points in the strategy space of the two-player, two-action repeated games
played by Q-learners with one period memory. In order to approximate the
dynamics of these Q-learners, we construct a graph of pure strategy mutual
best-responses. We apply this method to the iterated prisoner's dilemma and
find that there are exactly three absorbing states. By analyzing the graph for
various values of the discount factor, we find that, in addition to the
absorbing states, limit cycles become possible. We confirm our results using
numerical simulations.

6
The categories of this paper are: astro-ph
17
The categories of this paper are: q-fin
5
The categories of this paper are: gr-qc
36
The categories of this paper are: cmp-lg
3
The categories of this paper are: physics
26
The categories of this paper are: bayes-an
28
The categories of this paper are: alg-geom
25
The categories of this paper are: patt-sol
24
The categories of this paper are: dg-ga
37
The categories of this paper are: supr-con
23
The categories of this paper are: solv-int
27
The categories of this paper are: comp-gas
1
The categories of this paper are: cs
16
The categories of this paper are: stat
14
The categories of this paper are: math-ph
12
The categories of this paper are: nucl-th