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Variability models (e.g., feature models) are a common way for the representation of variabilities and commonalities of software artifacts. Such models can be translated to a logical representation and thus allow different operations for…

软件工程 · 计算机科学 2021-02-12 Viet-Man Le , Alexander Felfernig , Mathias Uta , David Benavides , José Galindo , Thi Ngoc Trang Tran

Debugging is difficult. Recent studies show that automatic bug localization techniques have limited usefulness. One of the reasons is that programmers typically have to understand why the program fails before fixing it. In this work, we aim…

软件工程 · 计算机科学 2019-11-22 Jun Sun , Long H. Pham , Lyly Tran Thi , Jingyi Wang , Xin Peng

As developers increasingly rely on LLM-generated code summaries for documentation, testing, and review, it is important to study whether these summaries accurately reflect what the program actually does. LLMs often produce confident…

软件工程 · 计算机科学 2026-02-23 Lara Khatib , Micheal Pu , Bogdan Vasilescu , Meiyappan Nagappan

A natural method to evaluate the effectiveness of a testing technique is to measure the defect detection rate when applying the created test cases. Here, real or artificial software defects can be injected into the source code of software.…

软件工程 · 计算机科学 2020-01-28 Miroslav Bures , Pavel Herout , Bestoun S. Ahmed

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 leverage test suites as a weak, but affordable, approximation to program…

Online controlled experiments, now commonly known as A/B testing, are crucial to causal inference and data driven decision making in many internet based businesses. While a simple comparison between a treatment (the feature under test) and…

应用统计 · 统计学 2015-01-05 Yu Guo , Alex Deng

Measuring performance & quantifying a performance change are core evaluation techniques in programming language and systems research. Of 122 recent scientific papers, as many as 65 included experimental evaluation that quantified a…

统计方法学 · 统计学 2020-07-22 Tomas Kalibera , Richard Jones

This paper defines software fairness and discrimination and develops a testing-based method for measuring if and how much software discriminates, focusing on causality in discriminatory behavior. Evidence of software discrimination has been…

软件工程 · 计算机科学 2017-09-12 Sainyam Galhotra , Yuriy Brun , Alexandra Meliou

Explainable AI methods facilitate the understanding of model behaviour, yet, small, imperceptible perturbations to inputs can vastly distort explanations. As these explanations are typically evaluated holistically, before model deployment,…

机器学习 · 计算机科学 2024-06-05 Sara Vera Marjanović , Isabelle Augenstein , Christina Lioma

Large language models are increasingly used for code generation and debugging, but their outputs can still contain bugs, that originate from training data. Distinguishing whether an LLM prefers correct code, or a familiar incorrect version…

软件工程 · 计算机科学 2026-01-16 Ali Al-Kaswan , Claudio Spiess , Prem Devanbu , Arie van Deursen , Maliheh Izadi

Software developers attempt to reproduce software bugs to understand their erroneous behaviours and to fix them. Unfortunately, they often fail to reproduce (or fix) them, which leads to faulty, unreliable software systems. However, to…

软件工程 · 计算机科学 2021-08-12 Mohammad Masudur Rahman , Foutse Khomh , Marco Castelluccio

Developers are increasingly using services such as Dependabot to automate dependency updates. However, recent research has shown that developers perceive such services as unreliable, as they heavily rely on test coverage to detect conflicts…

软件工程 · 计算机科学 2021-09-27 Joseph Hejderup , Georgios Gousios

Automated program repair techniques, which target to generating correct patches for real world defects automatically, have gained a lot of attention in the last decade. Many different techniques and tools have been proposed and developed.…

软件工程 · 计算机科学 2017-05-15 Jiajun Jiang , Yingfei Xiong

Background: Code cloning - copying and reusing pieces of source code - is a common phenomenon in software development in practice. There have been several empirical studies on the effects of cloning, but there are contradictory results…

软件工程 · 计算机科学 2016-11-28 Stefan Wagner , Asim Abdulkhaleq , Kamer Kaya , Alexander Paar

Defects4J has enabled numerous software testing and debugging research work since its introduction. A large part of its contribution, and the resulting popularity, lies in the clear separation and distillation of the root cause of each…

软件工程 · 计算机科学 2021-08-11 Gabin An , Juyeon Yoon , Shin Yoo

As more and more companies are migrating (or planning to migrate) from on-premise to Cloud, their focus is to find anomalies and deficits as early as possible in the development life cycle. We propose Frisbee, a declarative language and…

分布式、并行与集群计算 · 计算机科学 2021-09-23 Fotis Nikolaidis , Antony Chazapis , Manolis Marazakis , Angelos Bilas

In this paper, a novel approach, Inforence, is proposed to isolate the suspicious codes that likely contain faults. Inforence employs a feature selection method, based on mutual information, to identify those bug-related statements that may…

软件工程 · 计算机科学 2017-12-12 Farid Feyzi , Saeed Parsa

Coverage guided fuzzing (CGF) is an effective testing technique which has detected hundreds of thousands of bugs from various software applications. It focuses on maximizing code coverage to reveal more bugs during fuzzing. However, a…

软件工程 · 计算机科学 2022-05-03 Ruixiang Qian , Quanjun Zhang , Chunrong Fang , Lihua Guo

Software is used in critical applications in our day-to-day life and it is important to ensure its correctness. One popular approach to assess correctness is to evaluate software on tests. If a test fails, it indicates a fault in the…

软件工程 · 计算机科学 2025-04-01 Max Hort , Leon Moonen