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Reinforcement Learning (RL) and Multi-Agent Reinforcement Learning (MARL) have emerged as promising methodologies for addressing challenges in automated cyber defence (ACD). These techniques offer adaptive decision-making capabilities in…

In the coming years, the future of military combat will include, on one hand, artificial intelligence-optimized complex command, control, communications, computers, intelligence, surveillance and reconnaissance (C4ISR) and networks and, on…

密码学与安全 · 计算机科学 2019-12-05 Paul Théron , Alexander Kott

As artificial intelligence (AI) becomes deeply embedded in critical services and everyday products, it is increasingly exposed to security threats which traditional cyber defenses were not designed to handle. In this paper, we investigate…

密码学与安全 · 计算机科学 2026-03-06 Natalia Krawczyk , Mateusz Szczepkowski , Adrian Brodzik , Krzysztof Bocianiak

Cloud computing environments are increasingly vulnerable to security threats such as distributed denial-of-service (DDoS) attacks and SQL injection. Traditional security mechanisms, based on rule matching and feature recognition, struggle…

密码学与安全 · 计算机科学 2025-12-11 Yuqing Wang , Xiao Yang

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…

密码学与安全 · 计算机科学 2021-02-10 Ayodeji Oseni , Nour Moustafa , Helge Janicke , Peng Liu , Zahir Tari , Athanasios Vasilakos

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…

密码学与安全 · 计算机科学 2022-09-28 Abhilash Chakraborty , Anupam Biswas , Ajoy Kumar Khan

Multi-Agent Reinforcement Learning (MARL) has shown great potential as an adaptive solution for addressing modern cybersecurity challenges. MARL enables decentralized, adaptive, and collaborative defense strategies and provides an automated…

多智能体系统 · 计算机科学 2025-05-27 Christoph R. Landolt , Christoph Würsch , Roland Meier , Alain Mermoud , Julian Jang-Jaccard

Cyber-attacks can occur at machine speeds that are far too fast for human-in-the-loop (or sometimes on-the-loop) decision making to be a viable option. Although human inputs are still important, a defensive Artificial Intelligence (AI)…

人工智能 · 计算机科学 2020-02-24 Lashon B. Booker , Scott A. Musman

This survey presents a comprehensive review of current literature on Explainable Artificial Intelligence (XAI) methods for cyber security applications. Due to the rapid development of Internet-connected systems and Artificial Intelligence…

密码学与安全 · 计算机科学 2022-09-07 Zhibo Zhang , Hussam Al Hamadi , Ernesto Damiani , Chan Yeob Yeun , Fatma Taher

Attacks to networks are becoming more complex and sophisticated every day. Beyond the so-called script-kiddies and hacking newbies, there is a myriad of professional attackers seeking to make serious profits infiltrating in corporate…

密码学与安全 · 计算机科学 2018-03-28 Alberto Perez Veiga

As frontier AI models become more capable, evaluating their potential to enable cyberattacks is crucial for ensuring the safe development of Artificial General Intelligence (AGI). Current cyber evaluation efforts are often ad-hoc, lacking…

密码学与安全 · 计算机科学 2025-04-23 Mikel Rodriguez , Raluca Ada Popa , Four Flynn , Lihao Liang , Allan Dafoe , Anna Wang

In the vast domain of cybersecurity, the transition from reactive defense to offensive has become critical in protecting digital infrastructures. This paper explores the integration of Artificial Intelligence (AI) into offensive…

密码学与安全 · 计算机科学 2024-06-13 Leroy Jacob Valencia

Software systems are increasingly relying on Artificial Intelligence (AI) and Machine Learning (ML) components. The emerging popularity of AI techniques in various application domains attracts malicious actors and adversaries. Therefore,…

密码学与安全 · 计算机科学 2022-02-22 Mohamad Fazelnia , Igor Khokhlov , Mehdi Mirakhorli

The scale of Internet-connected systems has increased considerably, and these systems are being exposed to cyber attacks more than ever. The complexity and dynamics of cyber attacks require protecting mechanisms to be responsive, adaptive,…

密码学与安全 · 计算机科学 2021-11-03 Thanh Thi Nguyen , Vijay Janapa Reddi

As the number of cyber-attacks is increasing, cybersecurity is evolving to a key concern for any business. Artificial Intelligence (AI) and Machine Learning (ML) (in particular Deep Learning - DL) can be leveraged as key enabling…

密码学与安全 · 计算机科学 2020-12-08 Mayra Macas , Chunming Wu

Recent advancements in deep learning techniques have opened new possibilities for designing solutions for autonomous cyber defence. Teams of intelligent agents in computer network defence roles may reveal promising avenues to safeguard…

密码学与安全 · 计算机科学 2023-10-11 Jacob Wiebe , Ranwa Al Mallah , Li Li

The ever increasing number of cyber attacks requires the cyber security and forensic specialists to detect, analyze and defend against the cyber threats in almost realtime. In practice, timely dealing with such a large number of attacks is…

密码学与安全 · 计算机科学 2018-08-06 Mauro Conti , Ali Dehghantanha , Tooska Dargahi

The last decades have been characterized by unprecedented technological advances, many of them powered by modern technologies such as Artificial Intelligence (AI) and Machine Learning (ML). The world has become more digitally connected than…

密码学与安全 · 计算机科学 2024-01-04 Marc Schmitt

Cybersecurity organizations are adapting to GenAI integration through modified frameworks and hybrid operational processes, with success influenced by existing security maturity, regulatory requirements, and investments in human capital and…

密码学与安全 · 计算机科学 2025-06-17 Christopher Nott

There is no denying that the use of Information Technology (IT) is undergoing exponential growth in today's world. This digital transformation has also given rise to a multitude of security challenges, notably in the realm of cybercrime. In…

密码学与安全 · 计算机科学 2024-05-30 Sergio Bernardez Molina , Pantaleone Nespoli , Félix Gómez Mármol