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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…

软件工程 · 计算机科学 2025-06-12 Scott Schnelle , Francesca Favaro , Laura Fraade-Blanar , David Wichner , Holland Broce , Justin Miranda

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…

计算机科学中的逻辑 · 计算机科学 2025-01-22 Anitha Murugesan , Isaac Wong , Joaquín Arias , Robert Stroud , Srivatsan Varadarajan , Elmer Salazar , Gopal Gupta , Robin Bloomfield , John Rushby

Rules or specifications for autonomous vehicles are currently formulated on a case-by-case basis, and put together in a rather ad-hoc fashion. As a step towards eliminating this practice, we propose a systematic procedure for generating a…

系统与控制 · 电气工程与系统科学 2019-09-13 Tung Phan-Minh , Karena X. Cai , Richard M. Murray

This paper contributes to the nascent debate around safety cases for frontier AI systems. Safety cases are structured, defensible arguments that a system is acceptably safe to deploy in a given context. Historically, they have been used in…

计算机与社会 · 计算机科学 2026-03-11 Shaun Feakins , Ibrahim Habli , Phillip Morgan

As frontier artificial intelligence (AI) systems become more capable, it becomes more important that developers can explain why their systems are sufficiently safe. One way to do so is via safety cases: reports that make a structured…

计算机与社会 · 计算机科学 2024-10-30 Marie Davidsen Buhl , Gaurav Sett , Leonie Koessler , Jonas Schuett , Markus Anderljung

This paper presents an overview of Waymo's approach to building a reliable case for safety - a novel and thorough blueprint for use by any company building fully autonomous driving systems. A safety case for fully autonomous operations is a…

"Safety" and "Risk" are key concepts for the design and development of automated vehicles. For the market introduction or large-scale field tests, both concepts are not only relevant for engineers developing the vehicles, but for all…

系统与控制 · 电气工程与系统科学 2025-02-11 Marcus Nolte , Leon Johann Brettin , Hans Steege , Nayel Salem , Marvin Loba , Robert Graubohm , Markus Maurer

Assurance cases are used to demonstrate confidence in system properties of interest (e.g. safety and/or security). A number of system assurance approaches are adopted by industries in the safety-critical domain. However, the task of…

软件工程 · 计算机科学 2024-06-11 Ran Wei , Tim P. Kelly , Xiaotian Dai , Shuai Zhao , Richard Hawkins

As AI systems become more advanced, companies and regulators will make difficult decisions about whether it is safe to train and deploy them. To prepare for these decisions, we investigate how developers could make a 'safety case,' which is…

计算机与社会 · 计算机科学 2024-03-20 Joshua Clymer , Nick Gabrieli , David Krueger , Thomas Larsen

The rise of cyber-physical systems in safety-critical domains calls for robust risk-evaluation frameworks. Assurance cases, often required by regulatory bodies, are a structured approach to demonstrate that a system meets its safety…

软件工程 · 计算机科学 2025-02-04 Usman Gohar , Michael C. Hunter , Myra B. Cohen , Robyn R. Lutz

In recent years, car makers and tech companies have been racing towards self driving cars. It seems that the main parameter in this race is who will have the first car on the road. The goal of this paper is to add to the equation two…

机器人学 · 计算机科学 2018-10-30 Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua

Safety cases, structured arguments that a system is acceptably safe, are becoming central to the governance of AI systems. Yet, traditional safety-case practices from aviation or nuclear engineering rely on well-specified system boundaries,…

软件工程 · 计算机科学 2026-03-09 Sung Une Lee , Liming Zhu , Md Shamsujjoha , Liming Dong , Qinghua Lu , Jieshan Chen , Lionel Briand

Safety cases become increasingly important for software certification. Models play a crucial role in building and combining information for the safety case. This position paper sketches an ideal model-based safety case with defect…

软件工程 · 计算机科学 2018-06-14 Peter Braun , Jan Philipps , Bernhard Schätz , Stefan Wagner

The European Machinery Directive and related harmonized standards do consider that software is used to generate safety-relevant behavior of the machinery but do not consider all kinds of software. In particular, software based on machine…

软件工程 · 计算机科学 2022-08-18 Rasmus Adler , Michael Klaes

The automotive industry is experiencing a serious transformation due to a digitalisation process and the transition to the new paradigm of Mobility-as-a-Service. The next-generation vehicles are going to be very complex cyber-physical…

密码学与安全 · 计算机科学 2019-10-03 Michele Scalas , Giorgio Giacinto

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…

人工智能 · 计算机科学 2024-05-06 Robin Bloomfield , John Rushby

Modern vehicles become increasingly digitalized with advanced information technology-based solutions like advanced driving assistance systems and vehicle-to-x communications. These systems are complex and interconnected. Rising complexity…

System security assurance provides the confidence that security features, practices, procedures, and architecture of software systems mediate and enforce the security policy and are resilient against security failure and attacks. Alongside…

密码学与安全 · 计算机科学 2022-08-04 Ankur Shukla , Basel Katt , Livinus Obiora Nweke , Prosper Kandabongee Yeng , Goitom Kahsay Weldehawaryat

Vehicular communication (VC) systems have recently drawn the attention of industry, authorities, and academia. A consensus on the need to secure VC systems and protect the privacy of their users led to concerted efforts to design security…

密码学与安全 · 计算机科学 2009-12-31 P. Papadimitratos

Fatal accidents are a major issue hindering the wide acceptance of safety-critical systems using machine-learning and deep-learning models, such as automated-driving vehicles. Quality assurance frameworks are required for such machine…

计算机与社会 · 计算机科学 2018-12-10 Hiroshi Kuwajima , Hirotoshi Yasuoka , Toshihiro Nakae