Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Towards Fault Localization via Probabilistic Software Modeling   Software testing helps developers to identify bugs. However, awareness of
bugs is only the first step. Finding and correcting the faulty program
components is equally hard and essential for high-quality software. Fault
localization automatically pinpoints the location of an existing bug in a
program. It is a hard problem, and existing methods are not yet precise enough
for widespread industrial adoption. We propose fault localization via
Probabilistic Software Modeling (PSM). PSM analyzes the structure and behavior
of a program and synthesizes a network of Probabilistic Models (PMs). Each PM
models a method with its inputs and outputs and is capable of evaluating the
likelihood of runtime data. We use this likelihood evaluation to find fault
locations and their impact on dependent code elements. Results indicate that
PSM is a robust framework for accurate fault localization.

15
The categories of this paper are: nucl-ex
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol
20
The categories of this paper are: acc-phys
2
The categories of this paper are: math
24
The categories of this paper are: dg-ga
35
The categories of this paper are: mtrl-th
7
The categories of this paper are: hep-th
21
The categories of this paper are: adap-org
30
The categories of this paper are: q-alg
9
The categories of this paper are: nlin
36
The categories of this paper are: cmp-lg
13
The categories of this paper are: quant-ph
34
The categories of this paper are: chem-ph
5
The categories of this paper are: gr-qc
33
The categories of this paper are: plasm-ph