author = "Heling Cao and Fangzheng Liu and Jianshu Shi and
Yonghe Chu and Miaolei Deng",
title = "Automated Repair of Java Programs with Random Search
via Code Similarity",
booktitle = "2021 IEEE 21st International Conference on Software
Quality, Reliability and Security Companion (QRS-C)",
year = "2021",
pages = "470--477",
abstract = "Automatic program repair is a cutting-edge research
direction in software engineering in recent years. The
existing program repair techniques based on genetic
programming suffer from requiring verification of a
large number of candidate patches, which consume a lot
of computational resources. We instead propose Random
search via Code Similarity based automate program
Repair (RCSRepair). First, we use test filtering and
test case prioritization techniques in fault
localization to reduce and restructure test cases.
Second, a combination of random search and code
similarity is used to generate patches. Finally,
overfitting detection is performed on the patches that
pass the test cases to improve the quality of the
patch. The experimental results show that our approach
can successfully fix 54 bugs of 224 real-world bugs in
Defects4J and has outperform the compared approaches.",
keywords = "genetic algorithms, genetic programming, genetic
improvement, APR, program repair, random search, test
case prioritisation, patch overfitted",