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This paper presents a learning-based approach to detecting failures in reactive systems. The technique is based on inferring models of multiple implementations of a common specification which are pair-wise cross-checked for equivalence. Any…

Software Engineering · Computer Science 2019-04-16 Martin Tappler , Bernhard K. Aichernig , Roderick Bloem

Behavior Engineering (BE) provides a rigorous way to derive a formal specification of a software system from the requirements written in natural language. Its graphical specification language, Behavior Tree (BT), has been used with success…

Software Engineering · Computer Science 2014-01-22 Kushal Ahmed , Toby Myers , Lian Wen , Abdul Sattar

This paper presents a framework to apply property-based testing (PBT) on top of temporal formal models. The aim of this work is to help software engineers to understand temporal models that are presented formally and to make use of the…

Software Engineering · Computer Science 2017-05-30 Nasser Alzahrani , Maria Spichkova , Jan Olaf Blech

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…

Software Engineering · Computer Science 2018-06-14 Julien Bernard , Pierre-Cyrille Héam , Olga Kouchnarenko

In this paper we demonstrate an approach to model structure and behavior of distributed systems, to map those models to a lightweight execution engine by using a functional programming language and to systematically define and execute tests…

Software Engineering · Computer Science 2014-09-24 Borislav Gajanovic , Hans Grönninger , Bernhard Rumpe

This paper introduces an automatic debugging framework that relies on model-based reasoning techniques to locate faults in programs. In particular, model-based diagnosis, together with an abstract interpretation based conflict detection…

Software Engineering · Computer Science 2007-05-23 Wolfgang Mayer , Markus Stumptner

Automatic testing of mobile applications has been a well-researched area in recent years. However, testing in industry is still a very manual practice, as research results have not been fully transferred and adopted. Considering mobile…

Software Engineering · Computer Science 2020-08-21 Stefan Karlsson , Adnan Čaušević , Daniel Sundmark , Mårten Larsson

Software testing framework can be stated as the process of verifying and validating that a computer program/application works as expected and meets the requirements of the user. Usually testing can be done manually or using tools. Manual…

Software Engineering · Computer Science 2013-07-15 K. Karnavel , V. Divya , Gnanakeerthika , P. Karthika

As machine learning (ML) components become increasingly integrated into software systems, the emphasis on the ethical or responsible aspects of their use has grown significantly. This includes building ML-based systems that adhere to…

Software Engineering · Computer Science 2023-10-11 Hira Naveed

We present an automated framework for solidifying the cohesion between software specifications, their dependently typed models, and implementation at compile time. Model Checking and type checking are currently separate techniques for…

Programming Languages · Computer Science 2024-07-18 Thomas Ekström Hansen , Edwin Brady

The prediction quality of machine learnt models and the functionality they ultimately enable (e.g., object detection), is typically evaluated using a variety of quantitative metrics that are specified in the associated model performance…

Software Engineering · Computer Science 2025-07-29 Ganesh Pai

Security testing aims at validating software system requirements related to security properties like confidentiality, integrity, authentication, authorization, availability, and non-repudiation. Although security testing techniques are…

Software Engineering · Computer Science 2012-02-29 Ina Schieferdecker , Juergen Grossmann , Martin Schneider

Models play an essential role in the design process of cyber-physical systems. They form the basis for simulation and analysis and help in identifying design problems as early as possible. However, the construction of models that comprise…

The specification and validation of robotics applications require bridging the gap between formulating requirements and systematic testing. This often involves manual and error-prone tasks that become more complex as requirements, design,…

Robotics · Computer Science 2025-07-08 Minh Nguyen , Sebastian Wrede , Nico Hochgeschwender

Reactive systems are systems that maintain an ongoing interaction with their environment, activated by receiving input events from the environment and producing output events in response. Modern programming languages designed to program…

Programming Languages · Computer Science 2016-11-15 Riccardo Pucella

We present a data-driven modeling and control framework for physics-based building emulators. Our approach consists of: (a) Offline training of differentiable surrogate models that accelerate model evaluations, provide cost-effective…

Systems and Control · Electrical Eng. & Systems 2024-04-03 Saman Mostafavi , Chihyeon Song , Aayushman Sharma , Raman Goyal , Alejandro Brito

Testing on reactive systems is a well-known laborious activity on software development due to their asynchronous interaction with the environment. In this setting model based testing has been employed when checking conformance and…

Software Engineering · Computer Science 2021-07-27 Adilson Luiz Bonifacio , Arnaldo Vieira Moura

Recently, several Test Case Prioritization (TCP) techniques have been proposed to order test cases for achieving a goal during test execution, particularly, revealing faults sooner. In the Model-Based Testing (MBT) context, such techniques…

Software Engineering · Computer Science 2017-08-11 João Felipe Silva Ouriques , Emanuela Gadelha Cartaxo , Patrícia Duarte Lima Machado

With software systems becoming increasingly pervasive and autonomous, our ability to test for their quality is severely challenged. Many systems are called to operate in uncertain and highly-changing environment, not rarely required to make…

Software Engineering · Computer Science 2024-03-21 Luca Giamattei , Roberto Pietrantuono , Stefano Russo

Reactive systems are characterized by the interaction with the environment, where the exchange of the input and output stimuli, usually, occurs asynchronously. Systems of this nature, in general, require a rigorous testing activity over…

Software Engineering · Computer Science 2020-11-03 Adilson Luiz Bonifacio , Camila Sonoda Gomes