Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Neurogenetic Programming Framework for Explainable Reinforcement
  Learning   Automatic programming, the task of generating computer programs compliant
with a specification without a human developer, is usually tackled either via
genetic programming methods based on mutation and recombination of programs, or
via neural language models. We propose a novel method that combines both
approaches using a concept of a virtual neuro-genetic programmer: using
evolutionary methods as an alternative to gradient descent for neural network
training}, or scrum team. We demonstrate its ability to provide performant and
explainable solutions for various OpenAI Gym tasks, as well as inject expert
knowledge into the otherwise data-driven search for solutions.

19
The categories of this paper are: eess
8
The categories of this paper are: hep-ex
5
The categories of this paper are: gr-qc
12
The categories of this paper are: nucl-th
2
The categories of this paper are: math
34
The categories of this paper are: chem-ph
14
The categories of this paper are: math-ph
15
The categories of this paper are: nucl-ex
26
The categories of this paper are: bayes-an
16
The categories of this paper are: stat
35
The categories of this paper are: mtrl-th
4
The categories of this paper are: cond-mat
21
The categories of this paper are: adap-org
18
The categories of this paper are: econ
24
The categories of this paper are: dg-ga
28
The categories of this paper are: alg-geom