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Related papers: Confidence in Assurance 2.0 Cases

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An assurance case is intended to provide justifiable confidence in the truth of its top claim, which typically concerns safety or security. A natural question is then "how much" confidence does the case provide? We argue that confidence…

Artificial Intelligence · Computer Science 2024-05-06 Robin Bloomfield , John Rushby

Confidence is central to safety and assurance cases: how much confidence a decision requires and how much the argument actually provides are both important questions. We present a new method for assessing probabilistic confidence in…

Software Engineering · Computer Science 2026-04-02 Robin Bloomfield , John Rushby

A traditional assurance case employs a positive argument in which reasoning steps, grounded on evidence and assumptions, sustain a top claim that has external significance. Human judgement is required to check the evidence, the assumptions,…

Artificial Intelligence · Computer Science 2024-05-28 Robin Bloomfield , Kate Netkachova , John Rushby

System assurance is confronted by significant challenges. Some of these are new, for example, autonomous systems with major functions driven by machine learning and AI, and ultra-rapid system development, while others are the familiar,…

Software Engineering · Computer Science 2021-01-15 Robin Bloomfield , John Rushby

Assurance cases offer a structured way to present arguments and evidence for certification of systems where safety and security are critical. However, creating and evaluating these assurance cases can be complex and challenging, even for…

Arguments about the safety, security, and correctness of a complex system are often made in the form of an assurance case. An assurance case is a structured argument, often represented with a graphical interface, that presents and supports…

Software Engineering · Computer Science 2014-09-17 Andrew Gacek , John Backes , Darren Cofer , Konrad Slind , Mike Whalen

We draw on our experience working on system and software assurance and evaluation for systems important to society to summarise how safety engineering is performed in traditional critical systems, such as aircraft flight control. We analyse…

Computers and Society · Computer Science 2025-02-07 Robin Bloomfield , John Rushby

Building a safety case is a common approach to make expert judgement explicit about safety of a system. The issue of confidence in such argumentation is still an open research field. Providing quantitative estimation of confidence is an…

Artificial Intelligence · Computer Science 2015-12-15 Jérémie Guiochet , Quynh Anh Do Hoang , Mohamed Kaaniche

Powerful new frontier AI technologies are bringing many benefits to society but at the same time bring new risks. AI developers and regulators are therefore seeking ways to assure the safety of such systems, and one promising method under…

Computers and Society · Computer Science 2025-02-11 Stephen Barrett , Philip Fox , Joshua Krook , Tuneer Mondal , Simon Mylius , Alejandro Tlaie

Assurance cases are structured arguments that are commonly used to reason about the safety of a product or service. Currently, there is an ongoing push towards using assurance cases for also cybersecurity, especially in safety-critical…

Software Engineering · Computer Science 2020-04-01 Mazen Mohamad , Alexander Åström , Örjan Askerdal , Jörgen Borg , Riccardo Scandariato

As Automated Driving Systems (ADS) technology advances, ensuring safety and public trust requires robust assurance frameworks, with safety cases emerging as a critical tool toward such a goal. This paper explores an approach to assess how a…

Software Engineering · Computer Science 2025-06-12 Scott Schnelle , Francesca Favaro , Laura Fraade-Blanar , David Wichner , Holland Broce , Justin Miranda

Security Assurance Cases (SAC) are a form of structured argumentation used to reason about the security properties of a system. After the successful adoption of assurance cases for safety, SACs are getting significant traction in recent…

Software Engineering · Computer Science 2020-04-01 Mazen Mohamad , Jan-Philipp Steghöfer , Riccardo Scandariato

Recently, assurance cases have received much attentions in the field of software-based computer systems and IT services. However, software very often changes and there are no strong regulations for software. These facts are main two…

Software Engineering · Computer Science 2015-08-03 Kimio Kuramitsu

Assurance cases are used to communicate and assess confidence in critical system properties such as safety and security. Historically, assurance cases have been manually created documents, which are evaluated by system stakeholders through…

Software Engineering · Computer Science 2024-06-11 Ran Wei , Simon Foster , Haitao Mei , Fang Yan , Ruizhe Yang , Ibrahim Habli , Colin O'Halloran , Nick Tudor , Tim Kelly , Yakoub Nemouchi

Justifying the correct implementation of the non-functional requirements (e.g., safety, security) of mission-critical systems is crucial to prevent system failure. The later could have severe consequences such as the death of people and…

Software Engineering · Computer Science 2024-07-09 Oluwafemi Odu , Alvine Boaye Belle , Song Wang , Kimya Khakzad Shahandashti

Safety assurance is of paramount importance across various domains, including automotive, aerospace, and nuclear energy, where the reliability and acceptability of mission-critical systems are imperative. This assurance is effectively…

Assurance cases (ACs) are prepared to argue that a system has satisfied critical quality attributes. Many methods exist to assess confidence in ACs, including quantitative methods that represent confidence numerically. While quantitative…

Software Engineering · Computer Science 2025-05-06 Simon Diemert , Jens H. Weber

National and international guidelines for trustworthy artificial intelligence (AI) consider explainability to be a central facet of trustworthy systems. This paper outlines a multi-disciplinary rationale for explainability auditing.…

Computers and Society · Computer Science 2025-04-22 Markus Langer , Kevin Baum , Kathrin Hartmann , Stefan Hessel , Timo Speith , Jonas Wahl

An assurance case is a structured argument, typically produced by safety engineers, to communicate confidence that a critical or complex system, such as an aircraft, will be acceptably safe within its intended context. Assurance cases often…

Computers and Society · Computer Science 2023-06-07 Zoe Porter , Ibrahim Habli , John McDermid , Marten Kaas

Effective software safety standards will contribute to confidence, or assurance, in the safety of the systems in which the software is used. It is infeasible to demonstrate a correlation between standards and accidents, but there is an…

Software Engineering · Computer Science 2014-04-29 John A. McDermid
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