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The performance of artificial intelligence (AI) algorithms in practice depends on the realism and correctness of the data, models, and feedback (labels or rewards) provided to the algorithm. This paper discusses methods for improving the…

Cryptography and Security · Computer Science 2021-09-02 Maxine Major , Brian Souza , Joseph DiVita , Kimberly Ferguson-Walter

Cyber attacks are increasing in volume, frequency, and complexity. In response, the security community is looking toward fully automating cyber defense systems using machine learning. However, so far the resultant effects on the…

Cryptography and Security · Computer Science 2021-11-25 Christian Schroeder de Witt , Yongchao Huang , Philip H. S. Torr , Martin Strohmeier

In recent years, agentic artificial intelligence (AI) systems are becoming increasingly widespread. These systems allow agents to use various tools, such as web browsers, compilers, and more. However, despite their popularity, agentic AI…

Based on classical contagion models we introduce an artificial cyber lab: the digital twin of a complex cyber system in which possible cyber resilience measures may be implemented and tested. Using the lab, in numerical case studies, we…

Cryptography and Security · Computer Science 2023-09-08 Kerstin Awiszus , Yannick Bell , Jan Lüttringhaus , Gregor Svindland , Alexander Voß , Stefan Weber

Due to the variety of cyber-attacks or threats, the cybersecurity community enhances the traditional security control mechanisms to an advanced level so that automated tools can encounter potential security threats. Very recently, Cyber…

Machine Learning · Computer Science 2022-11-15 Md Imran Hossen , Ashraful Islam , Farzana Anowar , Eshtiak Ahmed , Mohammad Masudur Rahman , Xiali , Hei

The growing integration of AI into cybersecurity is reshaping the balance between attackers and defenders. When access to advanced AI-enabled defence tools is uneven, resource-limited defenders may be unable to adopt effective protection,…

Artificial Intelligence · Computer Science 2026-05-14 Adeela Bashir , Zia Ush Shamszaman , Zhao Song , Matjaz Perc , The Anh Han

Technology is shaping our lives in a multitude of ways. This is fuelled by a technology infrastructure, both legacy and state of the art, composed of a heterogeneous group of hardware, software, services and organisations. Such…

Cryptography and Security · Computer Science 2023-01-18 Julia A. Meister , Raja Naeem Akram , Konstantinos Markantonakis

Artificial Intelligence (AI) is progressing rapidly, and companies are shifting their focus to developing generalist AI systems that can autonomously act and pursue goals. Increases in capabilities and autonomy may soon massively amplify…

The rapid advancement of Generative Artificial Intelligence (GenAI) has introduced new opportunities for transforming higher education, particularly in fields that require analytical reasoning and regulatory compliance, such as…

Computers and Society · Computer Science 2025-02-24 Mahmoud Elkhodr , Ergun Gide

With the rapid technological advancement, security has become a major issue due to the increase in malware activity that poses a serious threat to the security and safety of both computer systems and stakeholders. To maintain stakeholders,…

This paper presents a novel, structured decision support framework that systematically aligns diverse artificial intelligence (AI) agent architectures, reactive, cognitive, hybrid, and learning, with the comprehensive National Institute of…

Artificial Intelligence · Computer Science 2025-10-03 Masike Malatji

This report introduces the concept of "Highly Autonomous Cyber-Capable Agents" (HACCAs), AI systems capable of autonomously conducting multi-stage cyber campaigns at a level comparable to today's top criminal hacking groups or…

Computers and Society · Computer Science 2026-03-13 Jam Kraprayoon , Shaun Ee , Brianna Rosen , Yohan Matthew , Aditya Singh , Christopher Covino , Asher Brass Gershovich

The rise of AI has transformed the software and hardware landscape, enabling powerful capabilities through specialized infrastructures, large-scale data storage, and advanced hardware. However, these innovations introduce unique attack…

Cryptography and Security · Computer Science 2025-08-29 Michael R Smith , Joe Ingram

To benefit from AI advances, users and operators of AI systems must have reason to trust it. Trust arises from multiple interactions, where predictable and desirable behavior is reinforced over time. Providing the system's users with some…

Artificial Intelligence · Computer Science 2022-01-27 Stephanie Galaitsi , Benjamin D. Trump , Jeffrey M. Keisler , Igor Linkov , Alexander Kott

Unmanned vehicles able to conduct advanced operations without human intervention are being developed at a fast pace for many purposes. Not surprisingly, they are also expected to significantly change how military operations can be…

Cryptography and Security · Computer Science 2024-10-30 Henrik Madsen , Gudmund Grov , Federico Mancini , Magnus Baksaas , Åvald Åslaugson Sommervoll

Novel data sensing and AI technologies are finding practical use in the analysis of crisis resilience, revealing the need to consider how responsible artificial intelligence (AI) practices can mitigate harmful outcomes and protect…

Social and Information Networks · Computer Science 2022-09-09 Cheng-Chun Lee , Tina Comes , Megan Finn , Ali Mostafavi

Cyber-attacks pose a security threat to military command and control networks, Intelligence, Surveillance, and Reconnaissance (ISR) systems, and civilian critical national infrastructure. The use of artificial intelligence and autonomous…

Cryptography and Security · Computer Science 2025-05-19 Ross O'Driscoll , Claudia Hagen , Joe Bater , James M. Adams

Adversarial artificial intelligence (AI) attacks pose a significant threat to autonomous transportation, such as maritime vessels, that rely on AI components. Malicious actors can exploit these systems to deceive and manipulate AI-driven…

Cryptography and Security · Computer Science 2025-05-29 Mathew J. Walter , Aaron Barrett , Kimberly Tam

The ongoing rise in cyberattacks and the lack of skilled professionals in the cybersecurity domain to combat these attacks show the need for automated tools capable of detecting an attack with good performance. Attackers disguise their…

Artificial Intelligence · Computer Science 2023-03-13 Arti Bandhana , Ondřej Lukáš , Sebastian Garcia , Tomáš Kroupa

Despite considerable efforts on making them robust, real-world AI-based systems remain vulnerable to decision based attacks, as definitive proofs of their operational robustness have so far proven intractable. Canonical robustness…

Artificial Intelligence · Computer Science 2025-05-07 Ilias Tsingenopoulos , Vera Rimmer , Davy Preuveneers , Fabio Pierazzi , Lorenzo Cavallaro , Wouter Joosen
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