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Safety-critical software systems are those whose failure or malfunction could result in casualty and/or serious financial loss. In such systems, safety assurance cases (SACs) are an emerging approach that adopts a proactive strategy to…

Software Engineering · Computer Science 2018-03-23 Jinghui Cheng , Micayla Goodrum , Ronald Metoyer , Jane Cleland-Huang

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

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

Assurance Cases (ACs) are an established approach in safety engineering to argue quality claims in a structured way. In the context of quality assurance for Machine Learning (ML)-based software components, ACs are also being discussed and…

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

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

Safety Case has become an integral component for safety-certification in various Cyber Physical System domains including automotive, aviation, medical devices, and military. The certification processes for these systems are stringent and…

Robotics · Computer Science 2020-03-12 Shreyas Ramakrishna , Charles Hartsell , Abhishek Dubey , Partha Pal , Gabor Karsai

Research software engineers can use Assurance Cases (ACs) to guide Verification and Validation (VnV) efforts. An AC is a structured argument that a property like correctness holds. We illustrate how ACs can guide VnV activities via a case…

Software Engineering · Computer Science 2024-11-06 W. Spencer Smith , Jingyi Lin

In critical software engineering, structured assurance cases (ACs) are used to demonstrate how key system properties are supported by evidence (e.g., test results, proofs). Creating rigorous ACs is particularly challenging in the context of…

Software Engineering · Computer Science 2025-11-06 Logan Murphy , Torin Viger , Alessio Di Sandro , Aren A. Babikian , Marsha Chechik

An assurance case should provide justifiable confidence in the truth of a claim about some critical property of a system or procedure, such as safety or security. We consider how confidence can be assessed in the rigorous approach we call…

Software Engineering · Computer Science 2025-08-11 Robin Bloomfield , John Rushby

Assurance cases provide an organized and explicit argument for correctness. They can dramatically improve the certification of Scientific Computing Software (SCS). Assurance cases have already been effectively used for safety cases for real…

Software Engineering · Computer Science 2020-01-01 Spencer Smith , Mojdeh Sayari Nejad , Alan Wassyng

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

Robotics and Autonomous Systems are increasingly deployed in safety-critical domains, so that demonstrating their safety is essential. Assurance Cases (ACs) provide structured arguments supported by evidence, but generating and maintaining…

Software Engineering · Computer Science 2026-02-04 Fang Yan , Simon Foster , Ana Cavalcanti , Ibrahim Habli , James Baxter

Background: Test-case quality has always been one of the major concerns in software testing. To improve test-case quality, it is important to better understand how practitioners perceive the quality of test-cases. Objective: Motivated by…

Software Engineering · Computer Science 2023-10-02 Huynh Khanh Vi Tran , Nauman Bin Ali , Jürgen Börstler , Michael Unterkalmsteiner

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

After a machine learning model has been deployed into production, its predictive performance needs to be monitored. Ideally, such monitoring can be carried out by comparing the model's predictions against ground truth labels. For this to be…

Machine Learning · Computer Science 2025-02-13 Juhani Kivimäki , Jakub Białek , Jukka K. Nurminen , Wojtek Kuberski

The increasing demand for connectivity in safety-critical domains has made security assurance a crucial consideration. In safety-critical industry, software, and connectivity have become integral to meeting market expectations. Regulatory…

Software Engineering · Computer Science 2025-01-28 Mazen Mohamad

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

Security Assurance Cases (SAC) are structured bodies of arguments and evidence used to reason about security properties of a certain artefact. SAC are gaining focus in the automotive domain as the need for security assurance is growing due…

Cryptography and Security · Computer Science 2024-09-10 Mazen Mohamad

The increasing use of Machine Learning (ML) components embedded in autonomous systems -- so-called Learning-Enabled Systems (LESs) -- has resulted in the pressing need to assure their functional safety. As for traditional functional safety,…

Software Engineering · Computer Science 2023-01-16 Yi Dong , Wei Huang , Vibhav Bharti , Victoria Cox , Alec Banks , Sen Wang , Xingyu Zhao , Sven Schewe , Xiaowei Huang
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