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The miscalibration of Large Reasoning Models (LRMs) undermines their reliability in high-stakes domains, necessitating methods to accurately estimate the confidence of their long-form, multi-step outputs. To address this gap, we introduce…

The Segment Anything Model (SAM) is a widely used vision foundation model with diverse applications, including image segmentation, detection, and tracking. Given SAM's wide applications, understanding its robustness against adversarial…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Jiahuan Long , Zhengqin Xu , Tingsong Jiang , Wen Yao , Shuai Jia , Chao Ma , Xiaoqian Chen

Conflicting explanations, arising from different attribution methods or model internals, limit the adoption of machine learning models in safety-critical domains. We turn this disagreement into an advantage and introduce EXplanation…

机器学习 · 计算机科学 2025-11-18 Sichao Li , Tommy Liu , Quanling Deng , Amanda S. Barnard

Advances in smartphone technology have promoted the rapid development of mobile apps. However, the availability of a huge number of mobile apps in application stores has imposed the challenge of finding the right apps to meet the user…

信息检索 · 计算机科学 2016-05-26 Bin Liu , Yao Wu , Neil Zhenqiang Gong , Junjie Wu , Hui Xiong , Martin Ester

Understanding how and why large language models (LLMs) fail is becoming a central challenge as models rapidly evolve and static evaluations fall behind. While automated probing has been enabled by dynamic test generation, existing…

With the rapid advancement of Formal Methods, Model-based Safety Analysis (MBSA) has been gaining tremendous attention for its ability to rigorously verify whether the safety-critical scenarios are adequately addressed by the design…

系统与控制 · 电气工程与系统科学 2022-05-03 Minghui Sun , Cody H. Fleming

From biotechnology to cyber-risks, most extreme technological risks cannot be reliably estimated from historical statistics. Therefore, engineers resort to predictive methods, such as fault/event trees in the framework of probabilistic…

物理与社会 · 物理学 2014-08-26 D. Sornette , T. Maillart , W. Kroeger

An assurance case is a structured set of arguments supported by evidence, demonstrating that a system's non-functional requirements (e.g., safety, security, reliability) have been correctly implemented. Assurance case patterns serve as…

软件工程 · 计算机科学 2024-10-10 Oluwafemi Odu , Alvine B. Belle , Song Wang , Segla Kpodjedo , Timothy C. Lethbridge , Hadi Hemmati

With the rapid rise in Software Supply Chain (SSC) attacks, organisations need thorough and trustworthy visibility over the entire SSC of their software inventory to detect risks early and identify compromised assets rapidly in the event of…

密码学与安全 · 计算机科学 2024-06-11 Nguyen Khoi Tran , Samodha Pallewatta , M. Ali Babar

LLM agents with tool-calling capabilities often fail when user instructions are ambiguous or incomplete, leading to incorrect invocations and task failures. Existing approaches operate in unstructured language spaces, generating clarifying…

计算与语言 · 计算机科学 2026-04-13 Manan Suri , Puneet Mathur , Nedim Lipka , Franck Dernoncourt , Ryan A. Rossi , Dinesh Manocha

Background: Contract-based Design (CbD) is a valuable methodology for software design that allows annotation of code and architectural components with contracts, thereby enhancing clarity and reliability in software development. It…

软件工程 · 计算机科学 2025-05-13 Fazli Faruk Okumus , Amra Ramic , Stefan Kugele

This review paper focuses on enhancing organizational economic sustainability through process optimization and human capital effective management utilizing the soft systems methodology (SSM) approach which offers a holistic approach for…

理论经济学 · 经济学 2025-11-12 Wadim Strielkowski , Evgeny Kuzmin , Arina Suvorova , Natalya Nikitina , Olga Gorlova

Confronted with the challenge of identifying the most suitable metric to validate the merits of newly proposed models, the decision-making process is anything but straightforward. Given that comparing rankings introduces its own set of…

信息检索 · 计算机科学 2024-08-30 Chiara Balestra , Andreas Mayr , Emmanuel Müller

The importance of security metrics can hardly be overstated. Despite the attention that has been paid by the academia, government and industry in the past decades, this important problem stubbornly remains open. In this survey, we present a…

密码学与安全 · 计算机科学 2016-01-25 Marcus Pendleton , Richard Garcia-Lebron , Shouhuai Xu

Systems engineering approaches use high-level models to capture the architecture and behavior of the system. However, when safety engineers conduct safety and reliability analysis, they have to create formal models, such as fault-trees,…

软件工程 · 计算机科学 2020-04-29 Simon József Nagy , Bence Graics , Kristóf Marussy , András Vörös

Recent studies on the safety alignment of large language models (LLMs) have revealed that existing approaches often operate superficially, leaving models vulnerable to various adversarial attacks. Despite their significance, these studies…

密码学与安全 · 计算机科学 2025-06-02 Jianwei Li , Jung-Eun Kim

Mining Software Repositories (MSR) has become an essential activity in software development. Mining architectural information to support architecting activities, such as architecture understanding, has received significant attention in…

软件工程 · 计算机科学 2024-04-05 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin , Chen Yang , Zengyang Li

We present an evaluation of several representative sampling-based and optimization-based motion planners, and then introduce an integrated motion planning system which incorporates recent advances in trajectory optimization into a sparse…

机器人学 · 计算机科学 2018-11-07 Siyu Dai , Matthew Orton , Shawn Schaffert , Andreas Hofmann , Brian Williams

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…

软件工程 · 计算机科学 2025-08-11 Robin Bloomfield , John Rushby

Identifying and mitigating safety risks is paramount in a number of industries. In addition to guidelines and best practices, many industries already have safety management systems (SMSs) designed to monitor and reinforce good safety…

应用统计 · 统计学 2022-05-03 Ashutosh Tewari , Antonio R. Paiva