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AI-enabled Security Orchestration, Automation, and Response (SOAR) systems increasingly employ autonomous agents for cyber defense, yet their resilience to adaptive adversaries is underexplored. We introduce an autonomous red teaming…

Cryptography and Security · Computer Science 2026-05-19 Ayan Javeed Shaikh , Nathaniel D. Bastian , Ankit Shah

In order to automate actions, such as defences against network attacks, one needs to quantify their efficiency. This can subsequently be used in post-evaluation, learning, etc. In order to quantify the defence efficiency as a function of…

Performance · Computer Science 2019-04-16 Gleb Polevoy

This paper addresses a significant gap in Autonomous Cyber Operations (ACO) literature: the absence of effective edge-blocking ACO strategies in dynamic, real-world networks. It specifically targets the cybersecurity vulnerabilities of…

Cryptography and Security · Computer Science 2024-07-01 Diksha Goel , Kristen Moore , Mingyu Guo , Derui Wang , Minjune Kim , Seyit Camtepe

Autonomous Cyber Operations (ACO) rely on Reinforcement Learning (RL) to train agents to make effective decisions in the cybersecurity domain. However, existing ACO applications require agents to learn from scratch, leading to slow…

Machine Learning · Computer Science 2025-08-21 Konur Tholl , Mariam El Mezouar , Ranwa Al Mallah

Optimized control of quantum networks is essential for enabling distributed quantum applications with strict performance requirements. In near-term architectures with constrained hardware, effective control may determine the feasibility of…

An approach is proposed to identify optimal asset protection strategies based on vulnerability assessment outcomes. Traditional bilevel attacker-defender models emphasize worst-case scenarios but offer limited defensive guidance. In…

Optimization and Control · Mathematics 2026-01-19 Eric Tönges , Martin Braun , Philipp Härtel

The vast majority of today's critical infrastructure is supported by numerous feedback control loops and an attack on these control loops can have disastrous consequences. This is a major concern since modern control systems are becoming…

Optimization and Control · Mathematics 2014-12-23 Hamza Fawzi , Paulo Tabuada , Suhas Diggavi

The increasing reliance on AI-driven 5G/6G network infrastructures for mission-critical services highlights the need for reliability and resilience against sophisticated cyber-physical threats. These networks are highly exposed to novel…

Microgrids present an effective solution for the coordinated deployment of various distributed energy resources and furthermore provide myriad additional benefits such as resilience, decreased carbon footprint, and reliability to energy…

Systems and Control · Electrical Eng. & Systems 2022-03-24 Sakshi Mishra , Ted Kwasnik , Kate Anderson

Cyber-physical systems (CPS) are often defended in the same manner as information technology (IT) systems -- by using perimeter security. Multiple factors make such defenses insufficient for CPS. Resiliency shows potential in overcoming…

Cryptography and Security · Computer Science 2021-10-12 Cody Fleming , Carl Elks , Georgios Bakirtzis , Stephen C. Adams , Bryan Carter , Peter A. Beling , Barry Horowitz

Cyber risk has become a critical financial threat in today's interconnected digital economy. This paper introduces a cyber-risk management framework for networked digital systems that combines the strategic behavior of players with…

Cryptography and Security · Computer Science 2026-01-26 Elisa Botteghi , Martino S. Centonze , Davide Pastorello , Daniele Tantari

The design of the defenses Internet systems can deploy against attack, especially adaptive and resilient defenses, must start from a realistic model of the threat. This requires an assessment of the capabilities of the adversary. The design…

Digital Libraries · Computer Science 2007-05-23 David S. H. Rosenthal , Petros Maniatis , Mema Roussopoulos , T. J. Giuli , Mary Baker

In this work, we present a learning-based approach to analysis cyberspace configuration. Unlike prior methods, our approach has the ability to learn from past experience and improve over time. In particular, as we train over a greater…

Artificial Intelligence · Computer Science 2020-07-10 Lei Zhang , Wei Bai , Shize Guo , Shiming Xia , Hongmei Li , Zhisong Pan

We model a vehicle equipped with an autonomous cyber-defense system in addition to its inherent physical resilience features. When attacked, this ensemble of cyber-physical features (i.e., ``bonware'') strives to resist and recover from the…

Cryptography and Security · Computer Science 2023-02-20 Michael J. Weisman , Alexander Kott , Joachim Vandekerckhove

Resilience is meant as the capability of a networked infrastructure to provide its service even if some components fail: in this paper we focus on how resilience depends both on net-wide measures of connectivity and the role of a single…

Social and Information Networks · Computer Science 2020-06-29 Antonio Candelieri , Ilaria Giordani , Andrea Ponti , Francesco Archetti

Large-scale computing systems today are assembled by numerous computing units for massive computational capability needed to solve problems at scale, which enables failures common events in supercomputing scenarios. Considering the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-07 Li Tan , Nathan DeBardeleben

In this paper, we introduce a formal notion of partial compliance, called Attack-resistance, of a computer program running together with a defense mechanism w.r.t a non-exploitability specification. In our setting, a program may contain…

Cryptography and Security · Computer Science 2015-06-15 Vijay Ganesh , Sebastian Banescu , Martín Ochoa

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)…

Artificial Intelligence · Computer Science 2020-02-24 Lashon B. Booker , Scott A. Musman

Financial systems run nonstop and must stay reliable even during cyber incidents. Modern attacks move across many services (apps, APIs, identity, payment rails), so defenders must make a sequence of actions under time pressure. Most…

Cryptography and Security · Computer Science 2026-03-03 Srikumar Nayak

Reinforcement Learning (RL) agents are increasingly used to simulate sophisticated cyberattacks, but their decision-making processes remain opaque, hindering trust, debugging, and defensive preparedness. In high-stakes cybersecurity…

Cryptography and Security · Computer Science 2026-05-18 Diksha Goel , Kristen Moore , Jeff Wang , Minjune Kim , Thanh Thi Nguyen
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