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Artificial intelligence risks are multidimensional in nature, as the same risk scenarios may have legal, operational, and financial risk dimensions. With the emergence of new AI regulations, the state of the art of artificial intelligence…

计算机与社会 · 计算机科学 2025-09-24 Luis Enriquez Alvarez

With the increasing presence of autonomous SAE level 3 and level 4, which incorporate artificial intelligence software, along with the complex technical challenges they present, it is essential to maintain a high level of functional safety…

软件工程 · 计算机科学 2024-12-13 Vikas Vyas , Zheyuan Xu

We outline the principles of classical assurance for computer-based systems that pose significant risks. We then consider application of these principles to systems that employ Artificial Intelligence (AI) and Machine Learning (ML). A key…

人工智能 · 计算机科学 2025-06-04 Robin Bloomfield , John Rushby

Embodied AI systems, including robots and autonomous vehicles, are increasingly integrated into real-world applications, where they encounter a range of vulnerabilities stemming from both environmental and system-level factors. These…

密码学与安全 · 计算机科学 2025-02-26 Wenpeng Xing , Minghao Li , Mohan Li , Meng Han

AI-based systems leverage recent advances in the field of AI/ML by combining traditional software systems with AI components. Applications are increasingly being developed in this way. Software engineers can usually rely on a plethora of…

软件工程 · 计算机科学 2024-07-29 Simon Schneider , Ananya Saha , Emanuele Mezzi , Katja Tuma , Riccardo Scandariato

The rapid development of Artificial Intelligence (AI) technology has enabled the deployment of various systems based on it. However, many current AI systems are found vulnerable to imperceptible attacks, biased against underrepresented…

人工智能 · 计算机科学 2022-05-27 Bo Li , Peng Qi , Bo Liu , Shuai Di , Jingen Liu , Jiquan Pei , Jinfeng Yi , Bowen Zhou

The increasing use of generative Artificial Intelligence (AI) in modern software engineering, particularly Large Language Models (LLMs) for code generation, has transformed professional software development by boosting productivity and…

软件工程 · 计算机科学 2025-07-31 Sabrina Kaniewski , Dieter Holstein , Fabian Schmidt , Tobias Heer

The rapid integration of Artificial Intelligence (AI) systems across critical domains necessitates robust security evaluation frameworks. We propose a novel approach that introduces three metrics: System Complexity Index (SCI), Lyapunov…

密码学与安全 · 计算机科学 2024-04-18 B Kereopa-Yorke

Artificial Intelligence has gained a lot of attention recently, it has been utilized in several fields ranging from daily life activities, such as responding to emails and scheduling appointments, to manufacturing and automating work…

软件工程 · 计算机科学 2026-02-02 Mohammed O. Alannsary

This paper explores the role and challenges of Artificial Intelligence (AI) algorithms, specifically AI-based software elements, in autonomous driving systems. These AI systems are fundamental in executing real-time critical functions in…

人工智能 · 计算机科学 2024-03-01 Mandar Pitale , Alireza Abbaspour , Devesh Upadhyay

Embedded into information systems, artificial intelligence (AI) faces security threats that exploit AI-specific vulnerabilities. This paper provides an accessible overview of adversarial attacks unique to predictive and generative AI…

密码学与安全 · 计算机科学 2025-07-01 Naoto Kiribuchi , Kengo Zenitani , Takayuki Semitsu

In today's increasingly digital interactions, robust Identity Verification (IDV) is crucial for security and trust. Artificial Intelligence (AI) is transforming IDV, enhancing accuracy and fraud detection. This paper introduces ``Zero to…

密码学与安全 · 计算机科学 2025-03-13 Aniket Vaidya , Anurag Awasthi

The United States Department of Defense (DOD) looks to accelerate the development and deployment of AI capabilities across a wide spectrum of defense applications to maintain strategic advantages. However, many common features of AI…

The widespread adoption of AI-assisted development tools in 2025 -- and the emergence of vibe coding, a practice of generating complete applications from natural language without verification -- exposed a critical and tool-agnostic failure…

软件工程 · 计算机科学 2026-05-01 Jasmine Moreira

As AI systems become integral to critical operations across industries and services, ensuring their reliability and safety is essential. We offer a framework that integrates established reliability and resilience engineering principles into…

人工智能 · 计算机科学 2024-11-15 Saurabh Mishra , Anand Rao , Ramayya Krishnan , Bilal Ayyub , Amin Aria , Enrico Zio

While certain industrial sectors (e.g., aviation) have a long history of mandatory incident reporting complete with analytical findings, the practice of artificial intelligence (AI) safety benefits from no such mandate and thus analyses…

人工智能 · 计算机科学 2022-11-15 Nikiforos Pittaras , Sean McGregor

Leading AI developers and startups are increasingly deploying agentic AI systems that can plan and execute complex tasks with limited human involvement. However, there is currently no structured framework for documenting the technical…

As AI systems integrate into critical infrastructure, security gaps in AI compliance frameworks demand urgent attention. This paper audits and quantifies security risks in three major AI governance standards: NIST AI RMF 1.0, UK's AI and…

密码学与安全 · 计算机科学 2025-07-29 Keerthana Madhavan , Abbas Yazdinejad , Fattane Zarrinkalam , Ali Dehghantanha

Although general-purpose AI systems offer transformational opportunities in science and industry, they simultaneously raise critical concerns about safety, misuse, and potential loss of control. Despite these risks, methods for assessing…