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Among areas of software engineering where AI techniques -- particularly, Large Language Models -- seem poised to yield dramatic improvements, an attractive candidate is Automatic Program Repair (APR), the production of satisfactory…

软件工程 · 计算机科学 2025-08-05 Li Huang , Ilgiz Mustafin , Marco Piccioni , Alessandro Schena , Reto Weber , Bertrand Meyer

Machine learning models have spread to almost every area of life. They are successfully applied in biology, medicine, finance, physics, and other fields. With modern software it is easy to train even a~complex model that fits the training…

统计计算 · 统计学 2020-05-27 Alicja Gosiewska , Przemyslaw Biecek

The ability to develop or evolve software or software-based systems/services with defined and guaranteed quality in a predictable way is becoming increasingly important. Essential - though not exclusive - prerequisites for this are the…

A majority of recent advancements related to the fault diagnosis of electrical motors are based on the assumption that training and testing data are drawn from the same distribution. However, the data distribution can vary across different…

系统与控制 · 电气工程与系统科学 2023-08-01 Sriram Anbalagan , Deepesh Agarwal , Balasubramaniam Natarajan , Babji Srinivasan

Autonomously detecting and recovering from faults is one approach for reducing the operational complexity and costs associated with managing computing environments. We present a novel methodology for autonomously generating investigation…

人工智能 · 计算机科学 2015-01-08 Chris Schneider , Adam Barker , Simon Dobson

This paper presents a sound and complete fault detection approach for cyber-physical systems represented by hidden-mode switched affine models with time varying parametric uncertainty. The fault detection approach builds upon techniques…

最优化与控制 · 数学 2017-11-29 Farshad Harirchi , Necmiye Ozay

NLU models often exploit biases to achieve high dataset-specific performance without properly learning the intended task. Recently proposed debiasing methods are shown to be effective in mitigating this tendency. However, these methods rely…

计算与语言 · 计算机科学 2020-10-14 Prasetya Ajie Utama , Nafise Sadat Moosavi , Iryna Gurevych

One of the goals of software design is to model a system in such a way that it is easily understandable. Nowadays the tendency for software development is changing from manual coding to automatic code generation; it is becoming model-based.…

软件工程 · 计算机科学 2015-03-13 N Md Jubair basha , Salman Abdul Moiz , Mohammed Rizwanullah

Context: Issue tracking systems are used to track and describe tasks in the development process, e.g., requested feature improvements or reported bugs. However, past research has shown that the reported issue types often do not match the…

软件工程 · 计算机科学 2021-10-11 Steffen Herbold , Alexander Trautsch , Fabian Trautsch

Fault identification and testing has always been the most specific concern in the field of software development. To identify and testify the bug we should be aware of the source of the failure or any unwanted issue. In this paper, we are…

软件工程 · 计算机科学 2014-05-06 Vishal Anand , Ramani S

System modeling is a classical approach to ensure their reliability since it is suitable both for a formal verification and for software testing techniques. In the context of model-based testing an approach combining random testing and…

软件工程 · 计算机科学 2018-06-14 Julien Bernard , Pierre-Cyrille Héam , Olga Kouchnarenko

Automated generation of executable Business Process Model and Notation (BPMN) models from natural-language specifications is increasingly enabled by large language models. However, ambiguous or underspecified text can yield structurally…

Complex systems often exhibit unexpected faults that are difficult to handle. Such systems are desirable to be diagnosable, i.e. faults can be automatically detected as they occur (or shortly afterwards), enabling the system to handle the…

软件工程 · 计算机科学 2015-02-27 Hernán Ponce de León , Gonzalo Bonigo , Laura Brandán Briones

We present ABETS, an assertion-based, dynamic analyzer that helps diagnose errors in Maude programs. ABETS uses slicing to automatically create reduced versions of both a run's execution trace and executed program, reduced versions in which…

计算机科学中的逻辑 · 计算机科学 2016-08-05 M. Alpuente , D. Ballis , F. Frechina , J. Sapiña

Automatically discovering failures in vision models under real-world settings remains an open challenge. This work demonstrates how off-the-shelf, large-scale, image-to-text and text-to-image models, trained on vast amounts of data, can be…

计算机视觉与模式识别 · 计算机科学 2023-05-12 Olivia Wiles , Isabela Albuquerque , Sven Gowal

Software architectures usually are comprised of different views for capturing static, runtime, and deployment aspects. What is currently missing, however, are formal validation and verification techniques of multi-view architecture in very…

软件工程 · 计算机科学 2017-04-25 Chih-Hong Cheng , Yassine Hamza , Harald Ruess

With the rapid development and large-scale popularity of program software, modern society increasingly relies on software systems. However, the problems exposed by software have also come to the fore. Software defect has become an important…

软件工程 · 计算机科学 2023-05-16 Kai Huang , Zhengzi Xu , Su Yang , Hongyu Sun , Xuejun Li , Zheng Yan , Yuqing Zhang

Deep Neural Networks (DNN) have found numerous applications in various domains, including fraud detection, medical diagnosis, facial recognition, and autonomous driving. However, DNN-based systems often suffer from reliability issues due to…

软件工程 · 计算机科学 2025-01-23 Sigma Jahan , Mehil B Shah , Parvez Mahbub , Mohammad Masudur Rahman

Model driven architecture (MDA) concentrates on the use of models during software development. An approach using models as the central development artifact is more abstract, more compact and thus more effective and probably also less error…

软件工程 · 计算机科学 2014-09-24 Bernhard Rumpe

Runtime adaptability is often a crucial requirement for today's complex software systems. Several approaches use an architectural model as a runtime representation of a managed system for monitoring, reasoning and performing adaptation. To…

软件工程 · 计算机科学 2018-05-22 Thomas Vogel , Holger Giese
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