Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Reinforcement learning approach to non-equilibrium quantum
  thermodynamics   We use a reinforcement learning approach to reduce entropy production in a
closed quantum system brought out of equilibrium. Our strategy makes use of an
external control Hamiltonian and a policy gradient technique. Our approach
bears no dependence on the quantitative tool chosen to characterize the degree
of thermodynamic irreversibility induced by the dynamical process being
considered, require little knowledge of the dynamics itself and does not need
the tracking of the quantum state of the system during the evolution, thus
embodying an experimentally non-demanding approach to the control of
non-equilibrium quantum thermodynamics. We successfully apply our methods to
the case of single- and two-particle systems subjected to time-dependent
driving potentials.

11
The categories of this paper are: hep-lat
17
The categories of this paper are: q-fin
25
The categories of this paper are: patt-sol
0
The categories of this paper are: hep-ph
6
The categories of this paper are: astro-ph
7
The categories of this paper are: hep-th
18
The categories of this paper are: econ
24
The categories of this paper are: dg-ga
10
The categories of this paper are: q-bio
29
The categories of this paper are: funct-an
26
The categories of this paper are: bayes-an
35
The categories of this paper are: mtrl-th
23
The categories of this paper are: solv-int
36
The categories of this paper are: cmp-lg
34
The categories of this paper are: chem-ph
1
The categories of this paper are: cs