Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Reinforcement Learning Approach to Shortcuts between Thermodynamic
  States with Extra Constraints   We propose a systematic method based on reinforcement learning (RL)
techniques to find the optimal path that can minimize the total entropy
production between two equilibrium states of open systems at the same
temperature in a given fixed time period. Benefited from the generalization of
the deep RL techniques, our method can provide a powerful tool to address this
problem in quantum systems even with two-dimensional continuous controllable
parameters. We successfully apply our method on the classical and quantum
two-level systems.

25
The categories of this paper are: patt-sol
23
The categories of this paper are: solv-int
19
The categories of this paper are: eess
11
The categories of this paper are: hep-lat
14
The categories of this paper are: math-ph
9
The categories of this paper are: nlin
27
The categories of this paper are: comp-gas
22
The categories of this paper are: chao-dyn
20
The categories of this paper are: acc-phys
6
The categories of this paper are: astro-ph
28
The categories of this paper are: alg-geom
16
The categories of this paper are: stat
34
The categories of this paper are: chem-ph
1
The categories of this paper are: cs
35
The categories of this paper are: mtrl-th
5
The categories of this paper are: gr-qc