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The automotive domain is shifting to software-centric development to meet regulation, market pressure, and feature velocity. This shift increases embedded systems' complexity and strains testing capacity. Despite relevant standards, a…

软件工程 · 计算机科学 2026-01-09 Denesa Zyberaj , Pascal Hirmer , Marco Aiello , Stefan Wagner

Memory consistency models define the order in which accesses to shared memory in a concurrent system may be observed to occur. Such models are a necessity since program order is not a reliable indicator of execution order, due to…

编程语言 · 计算机科学 2026-03-16 Roger C. Su , Robert J. Colvin

System prompts are critical for guiding the behavior of Large Language Models (LLMs), yet they often contain proprietary logic or sensitive information, making them a prime target for extraction attacks. Adversarial queries can successfully…

密码学与安全 · 计算机科学 2026-02-03 Huseein Jawad , Nicolas Brunel

The software supply chain comprises a highly complex set of operations, processes, tools, institutions and human factors involved in creating a piece of software. A number of high-profile attacks that exploit a weakness in this complex…

密码学与安全 · 计算机科学 2024-05-30 Eman Abu Ishgair , Marcela S. Melara , Santiago Torres-Arias

Cybersecurity issues in medical devices threaten patient safety and can cause harm if exploited. Standards and regulations therefore require vendors of such devices to provide an assessment of the cybersecurity risks as well as a…

密码学与安全 · 计算机科学 2024-07-11 Max Fransson , Adam Andersson , Mazen Mohamad , Jan-Philipp Steghöfer

This position paper argues that behavioural assurance, even when carefully designed, is being asked to carry safety claims it cannot verify. AI governance frameworks enacted between 2019 and early 2026 require reviewable evidence of…

机器学习 · 计算机科学 2026-05-15 Pratinav Seth , Vinay Kumar Sankarapu

Models of weak-scale supersymmetry offer viable dark matter (DM) candidates. Their parameter spaces are however rather large and complex, such that pinning down the actual parameter values from experimental data can depend strongly on the…

高能物理 - 唯象学 · 物理学 2011-07-14 Yashar Akrami , Christopher Savage , Pat Scott , Jan Conrad , Joakim Edsjö

As language models (LMs) deliver increasing performance on a range of NLP tasks, probing classifiers have become an indispensable technique in the effort to better understand their inner workings. A typical setup involves (1) defining an…

计算与语言 · 计算机科学 2024-08-01 Charles Jin , Martin Rinard

Uncertainty is inherent in modern engineered systems, including cyber-physical systems, autonomous systems, and large-scale software-intensive infrastructures (such as microservice-based systems) operating in dynamic and partially…

软件工程 · 计算机科学 2026-02-26 Man Zhang , Yunyang Li , Tao Yue

Software architecture is the foundation of a system's ability to achieve various quality attributes, including software performance. However, there lacks comprehensive and in-depth understanding of why and how software architecture and…

软件工程 · 计算机科学 2024-10-24 Yutong Zhao , Lu Xiao , Chenhao Wei , Rick Kazman , Ye Yang

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

This work proposes a semantic segmentation network that produces high-quality uncertainty estimates in a single forward pass. We exploit general representations from foundation models and unlabelled datasets through a Masked Image Modeling…

计算机视觉与模式识别 · 计算机科学 2024-02-28 David S. W. Williams , Matthew Gadd , Paul Newman , Daniele De Martini

Providing assurances for self-adaptive systems is challenging. A primary underlying problem is uncertainty that may stem from a variety of different sources, ranging from incomplete knowledge to sensor noise and uncertain behavior of humans…

Catering to the incentives of people with limited rationality is a challenging research direction that requires novel paradigms to design mechanisms and approximation algorithms. Obviously strategyproof (OSP) mechanisms have recently…

计算机科学与博弈论 · 计算机科学 2018-10-10 Diodato Ferraioli , Adrian Meier , Paolo Penna , Carmine Ventre

Model-based safety assessment has been one of the leading research thrusts of the System Safety Engineering community for over two decades. However, there is still a lack of consensus on what MBSA is. The ambiguity in the identity of MBSA…

软件工程 · 计算机科学 2022-12-13 Minghui Suna , Smitha Gauthamb , Carl Elksb , Cody Fleming

Structural Equation Models (SEMs) are routinely used in the analysis of empirical data by researchers from different scientific fields such as psychologists or economists. In some fields, such as in ecology, SEMs have only started recently…

应用统计 · 统计学 2019-01-09 Lionel R. Hertzog

Nowadays, collaborative modeling performed by multiple stakeholders is gaining a growing interest in both academia and practice. However, it poses a set of research challenges, such as large and complex models management, support for…

软件工程 · 计算机科学 2016-11-09 Mirco Franzago , Davide Di Ruscio , Ivano Malavolta , Henry Muccini

As large language models are deployed in high-stakes enterprise applications, from healthcare to finance, ensuring adherence to organization-specific policies has become essential. Yet existing safety evaluations focus exclusively on…

Autonomous Systems (AS) are increasingly proposed, or used, in Safety Critical (SC) applications. Many such systems make use of sophisticated sensor suites and processing to provide scene understanding which informs the AS' decision-making.…

系统与控制 · 电气工程与系统科学 2022-08-19 John Molloy , John McDermid

In this paper, we propose SAMBA, a novel framework for safe reinforcement learning that combines aspects from probabilistic modelling, information theory, and statistics. Our method builds upon PILCO to enable active exploration using…