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Collective Adaptive Intelligence (CAI) represent a transformative approach in embodied AI, wherein numerous autonomous agents collaborate, adapt, and self-organize to navigate complex, dynamic environments. By enabling systems to…

Artificial Intelligence · Computer Science 2025-07-02 Fan Wang , Shaoshan Liu

The success of modern Artificial Intelligence (AI) technologies depends critically on the ability to learn non-linear functional dependencies from large, high dimensional data sets. Despite recent high-profile successes, empirical evidence…

Machine Learning · Computer Science 2019-01-25 Luca Bortolussi , Guido Sanguinetti

Artificial intelligence systems are increasingly embedded in high-stakes decision environments, yet many governance approaches focus primarily on policy guidance rather than operational stability mechanisms. As AI deployments scale,…

Computers and Society · Computer Science 2026-04-07 Horatio Morgan

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…

Cryptography and Security · Computer Science 2025-07-01 Naoto Kiribuchi , Kengo Zenitani , Takayuki Semitsu

Artificial intelligence (AI) advances rapidly but achieving complete human control over AI risks remains an unsolved problem, akin to driving the fast AI "train" without a "brake system." By exploring fundamental control mechanisms at key…

Computers and Society · Computer Science 2025-12-29 Yong Tao

The rapid integration of agentic AI into high-stakes real-world applications requires robust oversight mechanisms. The emerging field of AI Control (AIC) aims to provide such an oversight mechanism, but practical adoption depends heavily on…

Artificial Intelligence · Computer Science 2026-03-03 Mikhail Terekhov , Zhen Ning David Liu , Caglar Gulcehre , Samuel Albanie

Artificial Intelligence (AI) techniques, particularly machine learning techniques, are rapidly transforming tactical operations by augmenting human decision-making capabilities. This paper explores AI-driven Human-Autonomy Teaming (HAT) as…

Human-Computer Interaction · Computer Science 2024-11-18 Desta Haileselassie Hagos , Hassan El Alami , Danda B. Rawat

For over a decade, cybersecurity has relied on human labor scarcity to limit attackers to high-value targets manually or generic automated attacks at scale. Building sophisticated exploits requires deep expertise and manual effort, leading…

Cryptography and Security · Computer Science 2026-02-04 Terry Yue Zhuo , Yangruibo Ding , Wenbo Guo , Ruijie Meng

Frontier AI systems are rapidly advancing in their capabilities to persuade, deceive, and influence human behaviour, with current models already demonstrating human-level persuasion and strategic deception in specific contexts. Humans are…

Artificial Intelligence · Computer Science 2025-07-18 Rishane Dassanayake , Mario Demetroudi , James Walpole , Lindley Lentati , Jason R. Brown , Edward James Young

The European Union's Artificial Intelligence (AI) Act defines robustness, resilience, and security requirements for high-risk sectors but lacks detailed methodologies for assessment. This paper introduces a novel framework for…

Artificial Intelligence · Computer Science 2025-04-21 Timothy Tjhay , Ricardo J. Bessa , Jose Paulos

The increased adoption of Artificial Intelligence (AI) presents an opportunity to solve many socio-economic and environmental challenges; however, this cannot happen without securing AI-enabled technologies. In recent years, most AI models…

Cryptography and Security · Computer Science 2021-02-10 Ayodeji Oseni , Nour Moustafa , Helge Janicke , Peng Liu , Zahir Tari , Athanasios Vasilakos

Within the future Global Information Grid, complex massively interconnected systems, isolated defense vehicles, sensors and effectors, and infrastructures and systems demanding extremely low failure rates, to which human security operators…

Cryptography and Security · Computer Science 2018-06-25 Paul Theron , Alexander Kott , Martin Drašar , Krzysztof Rzadca , Benoît LeBlanc , Mauno Pihelgas , Luigi Mancini , Agostino Panico

An Artificial Intelligence (AI) agent is a software entity that autonomously performs tasks or makes decisions based on pre-defined objectives and data inputs. AI agents, capable of perceiving user inputs, reasoning and planning tasks, and…

Cryptography and Security · Computer Science 2025-11-26 Zehang Deng , Yongjian Guo , Changzhou Han , Wanlun Ma , Junwu Xiong , Sheng Wen , Yang Xiang

Human-AI collaboration (HAIC) in decision-making aims to create synergistic teaming between human decision-makers and AI systems. Learning to defer (L2D) has been presented as a promising framework to determine who among humans and AI…

Machine Learning · Computer Science 2022-07-14 Diogo Leitão , Pedro Saleiro , Mário A. T. Figueiredo , Pedro Bizarro

The paper is a half-way between the agent technology and the mathematical reasoning to model tactical decision making tasks. These models are applied to air defense (AD) domain for command and control (C2). It also addresses the issues…

Artificial Intelligence · Computer Science 2019-05-13 Sumanta Kumar Das

The ability to exploit the opportunities offered by AI within UK Defence calls for an understanding of systemic issues required to achieve an effective operational capability. This paper provides the authors' views of issues which currently…

Artificial Intelligence · Computer Science 2018-10-01 Gavin Pearson , Phil Jolley , Geraint Evans

The rapid advances in artificial intelligence (AI) have largely been driven by scaling deep neural networks (DNNs) - increasing model size, data, and computational resources. Yet performance is ultimately governed by network dynamics. The…

Neurons and Cognition · Quantitative Biology 2026-02-23 Simon Vock , Christian Meisel

The global transition from traditional power plants to renewable energy sources introduces new challenges in grid stability, primarily because inverter-based technologies provide insufficient inertia. To address this, we introduce an…

Physics and Society · Physics 2026-01-06 Sangjoon Park , Hoyun Choi , Yongsun Lee , Seungchan Jo , Jürgen Kurths , B. Kahng

Cybersecurity decision-making increasingly occurs in environments characterized by uncertainty, partial observability, and adversarial manipulation, where heterogeneous signals from multiple sources are often incomplete, ambiguous, or…

Cryptography and Security · Computer Science 2026-05-01 Andrei Kojukhov , Arkady Bovshover

With the advent of the digital era, every day-to-day task is automated due to technological advances. However, technology has yet to provide people with enough tools and safeguards. As the internet connects more-and-more devices around the…

Cryptography and Security · Computer Science 2022-09-28 Abhilash Chakraborty , Anupam Biswas , Ajoy Kumar Khan
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