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This paper discusses a model-based approach to validate software requirements in agile development processes by simulation and in particular automated testing. The use of models as central development artifact needs to be added to the…

Software Engineering · Computer Science 2014-09-24 Jewgenij Botaschanjan , Markus Pister , Bernhard Rumpe

Weak alignment of requirements engineering (RE) with verification and validation (VV) may lead to problems in delivering the required products in time with the right quality. For example, weak communication of requirements changes to…

Decision support system in Requirements engineering plays an important role in software development life cycle. The relationship between functional and non-functional requirements often plays a crucial role in resolving conflicts or…

Software Engineering · Computer Science 2014-12-09 S Vinay , Shridhar Aithal , Sudhakara Adiga

Effective Requirements Engineering is a crucial activity in softwareintensive development projects. The human-centric working mode of Design Thinking is considered a powerful way to complement such activities when designing innovative…

Software Engineering · Computer Science 2021-12-13 Jennifer Hehn , Daniel Mendez

In this paper, a Step-wise Refinement model is proposed to elicit requirements in a more effective manner.

Software Engineering · Computer Science 2013-11-08 Nikita Nahar G , Pujita K wora , Sakthi Kumaresh

Modelling the complexity and diversity of human activity scheduling behaviour is inherently challenging. We demonstrate a deep conditional-generative machine learning approach for the modelling of realistic activity schedules depending on…

Machine Learning · Computer Science 2025-12-05 Fred Shone , Tim Hillel

Large language models possess impressive capabilities in generating programs (e.g., Python) from natural language descriptions to execute robotic tasks. However, these generated programs often contain errors that violate externally given…

Artificial Intelligence · Computer Science 2025-11-10 Yunhao Yang , Neel P. Bhatt , William Ward , Zichao Hu , Joydeep Biswas , Ufuk Topcu

Verification of complex, safety-critical systems is a significant challenge. Manual testing and simulations are often used, but are only capable of exploring a subset of the system's reachable states. Formal methods are mathematically-based…

Software Engineering · Computer Science 2021-10-19 Matt Luckcuck , Marie Farrell , Oisín Sheridan , Rosemary Monahan

Requirement prioritization is recognized as an important decision-making activity in requirements engineering and software development. Requirement prioritization is applied to determine which requirements should be implemented and…

Software Engineering · Computer Science 2023-12-21 Richard Berntsson Svensson , Richard Torkar

The desire to use reinforcement learning in safety-critical settings has inspired a recent interest in formal methods for learning algorithms. Existing formal methods for learning and optimization primarily consider the problem of…

Artificial Intelligence · Computer Science 2019-06-05 Nathan Fulton , Andre Platzer

One of the significant challenges to generating value-aligned behavior is to not only account for the specified user objectives but also any implicit or unspecified user requirements. The existence of such implicit requirements could be…

Artificial Intelligence · Computer Science 2025-01-30 Silvia Tulli , Stylianos Loukas Vasileiou , Mohamed Chetouani , Sarath Sreedharan

The effectiveness of recommendation systems is pivotal to user engagement and satisfaction in online platforms. As these recommendation systems increasingly influence user choices, their evaluation transcends mere technical performance and…

Information Retrieval · Computer Science 2024-01-15 Aryan Jadon , Avinash Patil

Current AI-assisted engineering workflows lack a built-in mechanism to maintain task-level verification and regulatory traceability at machine-speed delivery. Agile V addresses this gap by embedding independent verification and audit…

Software Engineering · Computer Science 2026-02-25 Christopher Koch , Joshua Andreas Wellbrock

The work concerns formal verification of workflow-oriented software models using deductive approach. The formal correctness of a model's behaviour is considered. Manually building logical specifications, which are considered as a set of…

Software Engineering · Computer Science 2015-01-05 Radoslaw Klimek

The evolution of machine learning has increasingly prioritized the development of powerful models and more scalable supervision signals. However, the emergence of foundation models presents significant challenges in providing effective…

Artificial Intelligence · Computer Science 2024-11-19 Xinyan Guan , Yanjiang Liu , Xinyu Lu , Boxi Cao , Ben He , Xianpei Han , Le Sun , Jie Lou , Bowen Yu , Yaojie Lu , Hongyu Lin

Requirements engineering (RE) literature acknowledges the importance of early stakeholder identification. The sources of requirements are many and also constantly changing as the market and business constantly change. Identifying and…

Software Engineering · Computer Science 2023-10-02 Eriks Klotins , Veselka Boeva , Krzysztof Wnuk , Michael Unterkalmsteiner , Tony Gorschek , Slinger Jansen

Transformation approaches for automatically constructing analysis models from textual requirements are critical to software development, as they can bring forward the use of precise formal languages from the coding phase to the requirement…

Software Engineering · Computer Science 2024-08-13 Keletso J. Letsholo

Context: The complexity of modern safety-critical systems in industries keep on increasing due to the rising number of features and functionalities. This calls for formal methods in order to entrust confidence in such systems. Nevertheless,…

Software Engineering · Computer Science 2021-08-17 Arut Prakash Kaleeswaran , Arne Nordmann , Thomas Vogel , Lars Grunske

High-quality requirements minimize the risk of propagating defects to later stages of the software development life cycle. Achieving a sufficient level of quality is a major goal of requirements engineering. This requires a clear definition…

Software Engineering · Computer Science 2023-09-20 Julian Frattini , Lloyd Montgomery , Jannik Fischbach , Daniel Mendez , Davide Fucci , Michael Unterkalmsteiner

Model-based testing (MBT) is a method that supports the design and execution of test cases by models that specify the intended behaviors of a system under test. While systematic literature reviews on MBT in general exist, the state of the…

Software Engineering · Computer Science 2024-03-04 Waleed Abdeen , Xingru Chen , Michael Unterkalmsteiner