Empirical review of java program repair tools: A large-scale experiment on 2,141 bugs and 23,551 repair attempts

T Durieux, F Madeiral, M Martinez… - … of the 2019 27th ACM joint …, 2019 - dl.acm.org
In the past decade, research on test-suite-based automatic program repair has grown
significantly. Each year, new approaches and implementations are featured in major …

A critical review on the evaluation of automated program repair systems

K Liu, L Li, A Koyuncu, D Kim, Z Liu, J Klein… - Journal of Systems and …, 2021 - Elsevier
Abstract Automated Program Repair (APR) has attracted significant attention from software
engineering research and practice communities in the last decade. Several teams have …

An empirical study on learning bug-fixing patches in the wild via neural machine translation

M Tufano, C Watson, G Bavota, MD Penta… - ACM Transactions on …, 2019 - dl.acm.org
Millions of open source projects with numerous bug fixes are available in code repositories.
This proliferation of software development histories can be leveraged to learn how to fix …

Tfix: Learning to fix coding errors with a text-to-text transformer

B Berabi, J He, V Raychev… - … Conference on Machine …, 2021 - proceedings.mlr.press
The problem of fixing errors in programs has attracted substantial interest over the years.
The key challenge for building an effective code fixing tool is to capture a wide range of …

Fixminer: Mining relevant fix patterns for automated program repair

A Koyuncu, K Liu, TF Bissyandé, D Kim, J Klein… - Empirical Software …, 2020 - Springer
Patching is a common activity in software development. It is generally performed on a source
code base to address bugs or add new functionalities. In this context, given the recurrence of …

On the efficiency of test suite based program repair: A systematic assessment of 16 automated repair systems for java programs

K Liu, S Wang, A Koyuncu, K Kim… - Proceedings of the …, 2020 - dl.acm.org
Test-based automated program repair has been a prolific field of research in software
engineering in the last decade. Many approaches have indeed been proposed, which …

Avatar: Fixing semantic bugs with fix patterns of static analysis violations

K Liu, A Koyuncu, D Kim… - 2019 IEEE 26th …, 2019 - ieeexplore.ieee.org
Fix pattern-based patch generation is a promising direction in Automated Program Repair
(APR). Notably, it has been demonstrated to produce more acceptable and correct patches …

An empirical investigation into learning bug-fixing patches in the wild via neural machine translation

M Tufano, C Watson, G Bavota, M Di Penta… - Proceedings of the 33rd …, 2018 - dl.acm.org
Millions of open-source projects with numerous bug fixes are available in code repositories.
This proliferation of software development histories can be leveraged to learn how to fix …

Bears: An extensible java bug benchmark for automatic program repair studies

F Madeiral, S Urli, M Maia… - 2019 IEEE 26th …, 2019 - ieeexplore.ieee.org
Benchmarks of bugs are essential to empirically evaluate automatic program repair tools. In
this paper, we present BEARS, a project for collecting and storing bugs into an extensible …

Context-aware code change embedding for better patch correctness assessment

B Lin, S Wang, M Wen, X Mao - ACM Transactions on Software …, 2022 - dl.acm.org
Despite the capability in successfully fixing more and more real-world bugs, existing
Automated Program Repair (APR) techniques are still challenged by the long-standing …