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We review state-of-the-art formal methods applied to the emerging field of the verification of machine learning systems. Formal methods can provide rigorous correctness guarantees on hardware and software systems. Thanks to the availability…

编程语言 · 计算机科学 2021-04-22 Caterina Urban , Antoine Miné

The validation of requirements is a fundamental step in the development process of safety-critical systems. In safety critical applications such as aerospace, avionics and railways, the use of formal methods is of paramount importance both…

软件工程 · 计算机科学 2012-06-28 Alessandro Cimatti , Marco Roveri , Angelo Susi , Stefano Tonetta

A major determinant of the quality of software systems is the quality of their requirements, which should be both understandable and precise. Most requirements are written in natural language, good for understandability but lacking in…

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,…

软件工程 · 计算机科学 2021-08-17 Arut Prakash Kaleeswaran , Arne Nordmann , Thomas Vogel , Lars Grunske

Traditionally, practitioners use formal methods pre-dominately for one half of the quality-assurance process: verification (do we build the software right?). The other half -- validation (do we build the right software?) -- has been given…

软件工程 · 计算机科学 2021-02-12 Atif Mashkoor , Michael Leuschel , Alexander Egyed

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…

软件工程 · 计算机科学 2024-08-13 Keletso J. Letsholo

Organizations need to manage numerous business processes for delivering their services and products to customers. One important consideration thereby lies in the adherence to regulations such as laws, guidelines, or industry standards. In…

计算机与社会 · 计算机科学 2025-11-12 Finn Klessascheck , Luise Pufahl

Formal methods refer to rigorous, mathematical approaches to system development and have played a key role in establishing the correctness of safety-critical systems. The main building blocks of formal methods are models and specifications,…

Software correctness is ensured mathematically through formal verification, which involves the resources of generating formal requirement specifications and having an implementation that must be verified. Tools such as model-checkers and…

软件工程 · 计算机科学 2025-08-29 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

Formal verification techniques have been playing an important role in pre-silicon validation processes. One of the most important points considered in performing formal verification is to define good verification scopes; we should define…

计算机科学中的逻辑 · 计算机科学 2011-11-09 Yasushi Umezawa , Takeshi Shimizu

[Context and motivation] When developing software, coordination between different organizational units is essential in order to develop a good quality product, on time and within budget. Particularly, the synchronization between…

Recent advances in the field of Business Process Management have brought about several suites able to model complex data objects along with the traditional control flow perspective. Nonetheless, when it comes to formal verification there is…

人工智能 · 计算机科学 2025-07-25 Riccardo De Masellis , Chiara Di Francescomarino , Chiara Ghidini , Sergio Tessaris

We study the overall process of automatic formalization of GDPR provisions using large language models, within a human-in-the-loop verification framework. Rather than aiming for full autonomy, we adopt a role-specialized workflow in which…

Use case driven development methodologies put use cases at the center of the software development process. However, in order to support automated development and analysis, use cases need to be appropriately formalized. This will also help…

软件工程 · 计算机科学 2016-03-30 Rui Couto , António Nestor Ribeiro , José Creissac Campos

Business process modelling languages typically enable the representation of business process models by employing (graphical) symbols. These symbols can vary depending upon the verbosity of the language, the modeling paradigm, the focus of…

其他计算机科学 · 计算机科学 2020-01-14 Greta Adamo , Chiara Ghidini , Chiara Di Francescomarino

Context: Continuous practices, i.e., continuous integration, delivery, and deployment, are the software development industry practices that enable organizations to frequently and reliably release new features and products. With the…

软件工程 · 计算机科学 2017-03-22 Mojtaba Shahin , Muhammad Ali Babar , Liming Zhu

It is a long-standing desire of industry and research to automate the software development and testing process as much as possible. In this process, requirements engineering (RE) plays a fundamental role for all other steps that build on…

软件工程 · 计算机科学 2023-09-26 Viju Sudhi , Libin Kutty , Robin Gröpler

Formal verification of software is a bit of a niche activity: it is only applied to the most safety-critical or security-critical software and it is typically only performed by specialized verification engineers. This paper considers…

计算机科学中的逻辑 · 计算机科学 2020-11-02 Alastair Reid , Luke Church , Shaked Flur , Sarah de Haas , Maritza Johnson , Ben Laurie

Business processes need to have certain constraints such that they can lead to sustainable outcomes. These constraints can be manifold and their adherence has to be monitored. In the past compliance checking has been applied in several…

计算机与社会 · 计算机科学 2020-06-19 Clemens Schreiber

Improvement of software development methodologies attracts developers to automatic Requirement Formalisation (RF) in the Requirement Engineering (RE) field. The potential advantages by applying Natural Language Processing (NLP) and Machine…

计算与语言 · 计算机科学 2023-03-24 Shekoufeh Kolahdouz-Rahimi , Kevin Lano , Chenghua Lin
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