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This study evaluates the application of predictive analytics for real-time cyber-attack detection and response, focusing on how statistical and machine learning methods can improve decision-making in Security Operations Centers (SOCs).…

Cryptography and Security · Computer Science 2025-09-03 Muhammad Danish

This report presents the current state of security in IPv6 for IoT devices. In this research conducted from May 2020 to July 2020, we explored the global growth of IPv6 and compared it with the real growth of IPv6 in a medium size network.…

Networking and Internet Architecture · Computer Science 2021-05-07 Lisandro Ubiedo , Thomas O'Hara , María José Erquiaga , Sebastian Garcia

Defending from cyberattacks requires practitioners to operate on high-level adversary behavior. Cyberthreat intelligence (CTI) reports on past cyberattack incidents describe the chain of malicious actions with respect to time. To avoid…

Cryptography and Security · Computer Science 2024-01-04 Md Rayhanur Rahman , Brandon Wroblewski , Quinn Matthews , Brantley Morgan , Tim Menzies , Laurie Williams

The idea of next-generation ports has become more apparent in the last ten years in response to the challenge posed by the rising demand for efficiency and the ever-increasing volume of goods. In this new era of intelligent infrastructure…

Cryptography and Security · Computer Science 2023-10-27 Yagmur Yigit , Omer Kemal Kinaci , Trung Q. Duong , Berk Canberk

The UK Critical National Infrastructure is critically dependent on digital technologies that provide communications, monitoring, control, and decision-support functionalities. Digital technologies are progressively enhancing efficiency,…

Cryptography and Security · Computer Science 2022-08-18 Uchenna D Ani , Jeremy D McK Watson , Nilufer Tuptuk , Steve Hailes , Madeline Carr , Carsten Maple

Operational Technology (OT)-networks and -devices, i.e. all components used in industrial environments, were not designed with security in mind. Efficiency and ease of use were the most important design characteristics. However, due to the…

Cryptography and Security · Computer Science 2021-11-30 Simon Daniel Duque Anton , Daniel Fraunholz , Daniel Krohmer , Daniel Reti , Daniel Schneider , Hans Dieter Schotten

The progress of artificial intelligence (AI) has made sophisticated methods available for cyberattacks and red team activities. These AI attacks can automate the process of penetrating a target or collecting sensitive data. The new methods…

Cryptography and Security · Computer Science 2025-03-26 Mays Al-Azzawi , Dung Doan , Tuomo Sipola , Jari Hautamäki , Tero Kokkonen

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…

Cryptography and Security · Computer Science 2024-06-13 Leroy Jacob Valencia

Adversarial Training (AT) is a key defense against Machine Learning evasion attacks, but its effectiveness for real-world malware detection remains poorly understood. This uncertainty stems from a critical disconnect in prior research:…

Machine Learning · Computer Science 2025-11-27 Hamid Bostani , Jacopo Cortellazzi , Daniel Arp , Fabio Pierazzi , Veelasha Moonsamy , Lorenzo Cavallaro

This paper demonstrates the potential for autonomous cyber defence to be applied on industrial control systems and provides a baseline environment to further explore Multi-Agent Reinforcement Learning's (MARL) application to this problem…

Machine Learning · Computer Science 2024-06-14 Alec Wilson , Ryan Menzies , Neela Morarji , David Foster , Marco Casassa Mont , Esin Turkbeyler , Lisa Gralewski

Deep neural networks (DNNs) are vulnerable to backdoor attacks. The backdoor adversaries intend to maliciously control the predictions of attacked DNNs by injecting hidden backdoors that can be activated by adversary-specified trigger…

Cryptography and Security · Computer Science 2023-03-07 Tong Xu , Yiming Li , Yong Jiang , Shu-Tao Xia

Cyber-physical systems, especially in critical infrastructures, have become primary hacking targets in international conflicts and diplomacy. However, cyber-physical systems present unique challenges to defenders, starting with an inability…

Cryptography and Security · Computer Science 2019-04-17 Glenn A. Fink , Penny McKenzie

Obtaining and maintaining anonymity on the Internet is challenging. The state of the art in deployed tools, such as Tor, uses onion routing (OR) to relay encrypted connections on a detour passing through randomly chosen relays scattered…

Cryptography and Security · Computer Science 2015-01-06 Joan Feigenbaum , Bryan Ford

Machine Learning (ML) can be incredibly valuable to automate anomaly detection and cyber-attack classification, improving the way that Network Intrusion Detection (NID) is performed. However, despite the benefits of ML models, they are…

Cryptography and Security · Computer Science 2024-02-27 João Vitorino , Isabel Praça , Eva Maia

Cybercrime is a pervasive threat that impacts every facet of society. Its reach transcends geographic borders and extends far beyond the digital realm, often serving as the catalyst for offline crimes. As modern conflicts become…

Computers and Society · Computer Science 2024-06-25 Michelle Espinoza

An advanced persistent threat (APT) refers to a covert, long-term cyberattack, typically conducted by state-sponsored actors, targeting critical sectors and often remaining undetected for long periods. In response, collective intelligence…

Cryptography and Security · Computer Science 2026-01-07 Shakhzod Yuldoshkhujaev , Mijin Jeon , Doowon Kim , Nick Nikiforakis , Hyungjoon Koo

The emergence of quantum computing presents a double-edged sword for cybersecurity. While its immense power holds promise for advancements in various fields, it also threatens to crack the foundation of current encryption methods. This…

Cryptography and Security · Computer Science 2026-04-28 Yaser Baseri , Vikas Chouhan , Ali Ghorbani

Malware still constitutes a major threat in the cybersecurity landscape, also due to the widespread use of infection vectors such as documents. These infection vectors hide embedded malicious code to the victim users, facilitating the use…

Cryptography and Security · Computer Science 2020-04-15 Davide Maiorca , Battista Biggio , Giorgio Giacinto

Autonomous agents are increasingly deployed in both offensive and defensive cyber operations, creating high-speed, closed-loop interactions in critical infrastructure environments. Advanced Persistent Threat (APT) actors exploit "Living off…

Cryptography and Security · Computer Science 2026-04-07 Yiyao Zhang , Diksha Goel , Hussain Ahmad

Regular and uninterrupted operation of critical infrastructures such as power, transport, communication etc. are essential for proper functioning of a country. Cyber-attacks causing disruption in critical infrastructure service in the past,…

Cryptography and Security · Computer Science 2020-09-08 Aneet K. Dutta , Bhaskar Mukhoty , Sandeep K. Shukla