Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: EgoCoder: Intelligent Program Synthesis with Hierarchical Sequential
  Neural Network Model   Programming has been an important skill for researchers and practitioners in
computer science and other related areas. To learn basic programing skills, a
long-time systematic training is usually required for beginners. According to a
recent market report, the computer software market is expected to continue
expanding at an accelerating speed, but the market supply of qualified software
developers can hardly meet such a huge demand. In recent years, the surge of
text generation research works provides the opportunities to address such a
dilemma through automatic program synthesis. In this paper, we propose to make
our try to solve the program synthesis problem from a data mining perspective.
To address the problem, a novel generative model, namely EgoCoder, will be
introduced in this paper. EgoCoder effectively parses program code into
abstract syntax trees (ASTs), where the tree nodes will contain the program
code/comment content and the tree structure can capture the program logic
flows. Based on a new unit model called Hsu, EgoCoder can effectively capture
both the hierarchical and sequential patterns in the program ASTs. Extensive
experiments will be done to compare EgoCoder with the state-of-the-art text
generation methods, and the experimental results have demonstrated the
effectiveness of EgoCoder in addressing the program synthesis problem.

22
The categories of this paper are: chao-dyn
10
The categories of this paper are: q-bio
35
The categories of this paper are: mtrl-th
4
The categories of this paper are: cond-mat
12
The categories of this paper are: nucl-th
5
The categories of this paper are: gr-qc
11
The categories of this paper are: hep-lat
14
The categories of this paper are: math-ph
2
The categories of this paper are: math
15
The categories of this paper are: nucl-ex
33
The categories of this paper are: plasm-ph
6
The categories of this paper are: astro-ph
9
The categories of this paper are: nlin
20
The categories of this paper are: acc-phys
21
The categories of this paper are: adap-org
27
The categories of this paper are: comp-gas