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Repairing legacy systems is a difficult and error-prone task: often, limited knowledge of the intricacies of these systems could make an attempted repair result in new errors. Consequently, it is desirable to repair such systems in an…

软件工程 · 计算机科学 2021-01-12 Guy Katz

Context: Bug bisection is a common technique used to identify a revision that introduces a bug or indirectly fixes a bug, and often involves executing multiple revisions of a project to determine whether the bug is present within the…

软件工程 · 计算机科学 2024-05-06 Ching Hang Mak , Shing-Chi Cheung

This study explores the potential of Large Language Models (LLMs) in automating the repair of C programs. We present a framework that integrates spectrum-based fault localization (SBFL), runtime feedback, and Chain-of-Thought-structured…

软件工程 · 计算机科学 2025-09-04 Mahdi Farzandway , Fatemeh Ghassemi

Modern automated program repair (APR) is well-tuned to finding and repairing bugs that introduce observable erroneous behavior to a program. However, a significant class of bugs does not lead to such observable behavior (e.g.,…

软件工程 · 计算机科学 2022-11-09 Omar I. Al-Bataineh , Leon Moonen

Automated Program Repair (APR) techniques typically rely on a given test-suite to guide the repair process. Apart from the need to provide test oracles, this makes the produced patches prone to test data over-fitting. In this work, instead…

软件工程 · 计算机科学 2023-08-02 Yuntong Zhang , Andreea Costea , Ridwan Shariffdeen , Davin McCall , Abhik Roychoudhury

In this paper, we study a fault-tolerant control for systems consisting of multiple homogeneous components such as parallel processing machines. This type of system is often more robust to uncertainty compared to those with a single…

最优化与控制 · 数学 2020-12-03 Jalal Arabneydi , Amir G. Aghdam

We present Assume-Guarantee-Repair (AGR) - a novel framework which verifies that a program satisfies a set of properties and also repairs the program in case the verification fails. We consider communicating programs - these are simple…

形式语言与自动机理论 · 计算机科学 2022-07-22 Hadar Frenkel , Orna Grumberg , Corina S. Pasareanu , Sarai Sheinvald

This paper describes our approach to automated program repair. We combine various techniques from the literature to achieve this. Our experiments show that our approach performs better than other techniques on standard benchmarks. However,…

软件工程 · 计算机科学 2025-08-25 Mahinthan Chandramohan , Jovan Jancic , Yuntong Zhang , Padmanabhan Krishnan

Automated Program Repair has attracted significant research in recent years, leading to diverse techniques that focus on two main directions: search-based and semantic-based program repair. The former techniques often face challenges due to…

软件工程 · 计算机科学 2023-09-06 Abdulaziz Alhefdhi , Hoa Khanh Dam , Thanh Le-Cong , Bach Le , Aditya Ghose

Software debugging, and program repair are among the most time-consuming and labor-intensive tasks in software engineering that would benefit a lot from automation. In this paper, we propose a novel automated program repair approach based…

软件工程 · 计算机科学 2021-04-01 Ehsan Mashhadi , Hadi Hemmati

We propose a model-based procedure for automatically preventing security threats using formal models. We encode system models and potential threats as satisfiability modulo theory (SMT) formulas. This model allows us to ask security…

密码学与安全 · 计算机科学 2022-10-10 Thorsten Tarrach , Masoud Ebrahimi , Sandra König , Christoph Schmittner , Roderick Bloem , Dejan Nickovic

We present a novel technique for automatic program correction in MOOCs, capable of fixing both syntactic and semantic errors without manual, problem specific correction strategies. Given an incorrect student program, it generates candidate…

编程语言 · 计算机科学 2016-07-12 Yewen Pu , Karthik Narasimhan , Armando Solar-Lezama , Regina Barzilay

Modern Java projects increasingly adopt static analysis tools that prevent null-pointer exceptions by treating nullness as a type property. However, integrating such tools into large, existing codebases remains a significant challenge.…

软件工程 · 计算机科学 2026-02-09 Nima Karimipour , Pascal Joos , Michael Pradel , Martin Kellogg , Manu Sridharan

Automatic program repair (APR) is crucial to improve software reliability. Recently, neural machine translation (NMT) techniques have been used to fix software bugs automatically. While promising, these approaches have two major…

软件工程 · 计算机科学 2021-09-03 Nan Jiang , Thibaud Lutellier , Lin Tan

Bug fixing is generally a manually-intensive task. However, recent work has proposed the idea of automated program repair, which aims to repair (at least a subset of) bugs in different ways such as code mutation, etc. Following in the same…

软件工程 · 计算机科学 2019-07-05 Hideaki Hata , Emad Shihab , Graham Neubig

We study the problem of semantic code repair, which can be broadly defined as automatically fixing non-syntactic bugs in source code. The majority of past work in semantic code repair assumed access to unit tests against which candidate…

人工智能 · 计算机科学 2017-10-31 Jacob Devlin , Jonathan Uesato , Rishabh Singh , Pushmeet Kohli

Improving the quality of Natural Language Understanding (NLU) models, and more specifically, task-oriented semantic parsing models, in production is a cumbersome task. In this work, we present a system called AutoNLU, which we designed to…

A significant portion of student programming submissions in CS1 learning environments are uncompilable, limiting their use in student modeling and downstream knowledge tracing. Traditional modeling pipelines often exclude these cases,…

软件工程 · 计算机科学 2025-12-24 Griffin Pitts , Aum Pandya , Darsh Rank , Tirth Bhatt , Muntasir Hoq , Bita Akram

This paper describes AutoFix, an automatic debugging technique that can fix faults in general-purpose software. To provide high-quality fix suggestions and to enable automation of the whole debugging process, AutoFix relies on the presence…

软件工程 · 计算机科学 2014-05-22 Yu Pei , Carlo A. Furia , Martin Nordio , Yi Wei , Bertrand Meyer , Andreas Zeller

Automated Program Repair (APR) aims to help developers automatically patch software bugs. However, current state-of-the-art traditional and learning-based APR techniques face the problem of limited patch variety, failing to fix complicated…

软件工程 · 计算机科学 2024-12-11 Chunqiu Steven Xia , Yuxiang Wei , Lingming Zhang