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Software bugs are common and correcting them accounts for a significant part of costs in the software development and maintenance process. This calls for automatic techniques to deal with them. One promising direction towards this goal is…

Automated program repair (APR) aims to automatize the process of repairing software bugs in order to reduce the cost of maintaining software programs. Moreover, the success (given by the accuracy metric) of APR approaches has increased in…

软件工程 · 计算机科学 2024-02-06 Matias Martinez , Silverio Martínez-Fernández , Xavier Franch

OpenAI's Codex, a GPT-3 like model trained on a large code corpus, has made headlines in and outside of academia. Given a short user-provided description, it is capable of synthesizing code snippets that are syntactically and semantically…

软件工程 · 计算机科学 2021-11-09 Julian Aron Prenner , Romain Robbes

Techniques of Automatic Program Repair (APR) have the potential of thoroughly facilitating the task of producing quality software. After a promising start, however, progress in making APR practical has been hindered by the lack of a common…

软件工程 · 计算机科学 2024-02-23 Bertrand Meyer , Viktoryia Kananchuk , Li Huang

Repairing faulty quantum circuits is challenging and requires automated solutions. We present QRep, an automated repair approach that iteratively identifies and repairs faults in a circuit. QRep uniformly applies patches across the circuit…

软件工程 · 计算机科学 2026-03-30 Eñaut Mendiluze Usandizaga , Thomas Laurent , Paolo Arcaini , Shaukat Ali

Automatic program repair holds the potential of dramatically improving the productivity of programmers during the software development process and correctness of software in general. Recent advances in machine learning, deep learning, and…

软件工程 · 计算机科学 2021-09-24 Hossein Hajipour , Apratim Bhattacharyya , Cristian-Alexandru Staicu , Mario Fritz

Bug fixing holds significant importance in software development and maintenance. Recent research has made substantial strides in exploring the potential of large language models (LLMs) for automatically resolving software bugs. However, a…

软件工程 · 计算机科学 2025-02-18 Yuwei Zhang , Zhi Jin , Ying Xing , Ge Li , Fang Liu , Jiaxin Zhu , Wensheng Dou , Jun Wei

Automated program repair is the task of automatically repairing software bugs. A promising direction in this field is self-supervised learning, a learning paradigm in which repair models are trained without commits representing pairs of…

软件工程 · 计算机科学 2023-04-06 André Silva , João F. Ferreira , He Ye , Martin Monperrus

Automated program repair (APR) has attracted widespread attention in recent years with substantial techniques being proposed. Meanwhile, a number of benchmarks have been established for evaluating the performances of APR techniques, among…

软件工程 · 计算机科学 2019-01-09 Shangwen Wang , Ming Wen , Xiaoguang Mao , Deheng Yang

Refactoring is the process of restructuring existing code without changing its external behavior while improving its internal structure. Refactoring engines are integral components of modern Integrated Development Environments (IDEs) and…

软件工程 · 计算机科学 2025-07-10 Haibo Wang , Zhuolin Xu , Shin Hwei Tan

In earlier work, we developed an approach for automatic complexity analysis of integer programs, based on an alternating modular inference of upper runtime and size bounds for program parts. In this paper, we show how recent techniques to…

计算机科学中的逻辑 · 计算机科学 2022-06-03 Jürgen Giesl , Nils Lommen , Marcel Hark , Fabian Meyer

Program repair is an integral part of every software system's life-cycle but can be extremely challenging. To date, researchers have proposed various automated program repair (APR) techniques to reduce efforts of manual debugging. However,…

软件工程 · 计算机科学 2021-04-13 Samuel Benton , Mengshi Zhang , Xia Li , Lingming Zhang

Novel AI-based code-writing Large Language Models (LLMs) such as OpenAI's Codex have demonstrated capabilities in many coding-adjacent domains. In this work we consider how LLMs maybe leveraged to automatically repair security relevant bugs…

密码学与安全 · 计算机科学 2024-05-10 Baleegh Ahmad , Shailja Thakur , Benjamin Tan , Ramesh Karri , Hammond Pearce

Large Language Models (LLMs) frequently generate buggy code with complex logic errors that are challenging to diagnose. While existing LLM-based self-repair approaches conduct intensive static semantic analysis or reply on superficial…

软件工程 · 计算机科学 2025-10-22 Yunkun Wang , Yue Zhang , Guochang Li , Chen Zhi , Binhua Li , Fei Huang , Yongbin Li , Shuiguang Deng

Despite the immense popularity of the Automated Program Repair (APR) field, the question of patch validation is still open. Most of the present-day approaches follow the so-called Generate-and-Validate approach, where first a candidate…

软件工程 · 计算机科学 2021-04-01 Viktor Csuvik , Dániel Horváth , Márk Lajkó , László Vidács

Software crash bugs cause unexpected program behaviors or even abrupt termination, thus demanding immediate resolution. However, resolving crash bugs can be challenging due to their complex root causes, which can originate from issues in…

软件工程 · 计算机科学 2025-09-03 Xueying Du , Mingwei Liu , Hanlin Wang , Juntao Li , Xin Peng , Yiling Lou

Program synthesis and repair have emerged as an exciting area of research, driven by the potential for revolutionary advances in programmer productivity. Among most promising ideas emerging for synthesis are syntax-driven search,…

编程语言 · 计算机科学 2017-07-14 Manos Koukoutos , Mukund Raghothaman , Etienne Kneuss , Viktor Kuncak

Mutation testing has been widely accepted as an approach to guide test case generation or to assess the effectiveness of test suites. Empirical studies have shown that mutants are representative of real faults; yet they also indicated a…

软件工程 · 计算机科学 2019-07-31 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk

Large Language Models (LLMs) are showing remarkable performance in generating source code, yet the generated code often has issues like compilation errors or incorrect code. Researchers and developers often face wasted effort in…

软件工程 · 计算机科学 2026-03-26 Ravin Ravi , Dylan Bradshaw , Stefano Ruberto , Gunel Jahangirova , Valerio Terragni

The goal of diagnosis is to compute good repair strategies in response to anomalous system behavior. In a decision theoretic framework, a good repair strategy has low expected cost. In a general formulation of the problem, the computation…

人工智能 · 计算机科学 2013-02-21 Sampath Srinivas