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相关论文: A Stochastic Model of Active Cyber Defense Dynamic…

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The new generation of cyber threats leverages advanced AI-aided methods, which make them capable to launch multi-stage, dynamic, and effective attacks. Current cyber-defense systems encounter various challenges to defend against such new…

计算机科学与博弈论 · 计算机科学 2021-07-21 Hooman Alavizadeh , Julian Jang-Jaccard , Tansu Alpcan , Seyit A. Camtepe

It is challenging for a security analyst to detect or defend against cyber-attacks. Moreover, traditional defense deployment methods require the security analyst to manually enforce the defenses in the presence of uncertainties about the…

密码学与安全 · 计算机科学 2022-07-14 Xiaofan Zhou , Simon Yusuf Enoch , Dong Seong Kim

This study investigates general model-based incident handler's asymptotic behaviors in time against cyber attacks to control systems. The attacker's and the defender's dynamic decision making is modeled as an equilibrium of a dynamic…

系统与控制 · 电气工程与系统科学 2021-03-25 Hampei Sasahara , Henrik Sandberg

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

As cyber-attacks show to be more and more complex and coordinated, cyber-defenders strategy through multi-agent approaches could be key to tackle against cyber-attacks as close as entry points in a networked system. This paper presents a…

人工智能 · 计算机科学 2025-06-06 Julien Soulé , Jean-Paul Jamont , Michel Occello , Paul Théron , Louis-Marie Traonouez

Many real-world phenomena can be modelled as dynamical processes on networks, a prominent example being the spread of infectious diseases such as COVID-19. Mean-field approximations are a widely used tool to analyse such dynamical processes…

概率论 · 数学 2025-08-25 Jonathan A. Ward , Gábor Timár , Péter L. Simon

Cybersecurity dynamics is a mathematical approach to modeling and analyzing cyber attack-defense interactions in networks. In this paper, we advance the state-of-the-art in characterizing one kind of cybersecurity dynamics, known as…

密码学与安全 · 计算机科学 2020-01-23 Yujuan Han , Wenlian Lu , Shouhuai Xu

Moving Target Defense (MTD) has emerged as a proactive and dynamic framework to counteract evolving cyber threats. Traditional MTD approaches often rely on assumptions about the attackers knowledge and behavior. However, real-world…

密码学与安全 · 计算机科学 2024-08-20 Megha Bose , Praveen Paruchuri , Akshat Kumar

The Internet is a man-made complex system under constant attacks (e.g., Advanced Persistent Threats and malwares). It is therefore important to understand the phenomena that can be induced by the interaction between cyber attacks and cyber…

密码学与安全 · 计算机科学 2016-03-29 Ren Zheng , Wenlian Lu , Shouhuai Xu

The recently proposed {\em cybersecurity dynamics} approach aims to understand cybersecurity from a holistic perspective by modeling the evolution of the global cybersecurity state. These models describe the interactions between the various…

密码学与安全 · 计算机科学 2016-04-01 Ren Zheng , Wenlian Lu , Shouhuai Xu

In this paper, we analyze the infection spreading dynamics of malware in a population of cyber nodes (i.e., computers or devices). Unlike most prior studies where nodes are reactive to infections, in our setting some nodes are active…

系统与控制 · 电气工程与系统科学 2023-05-25 Keith Paarporn , Shouhuai Xu

Deep neural networks have been shown to suffer from critical vulnerabilities under adversarial attacks. This phenomenon stimulated the creation of different attack and defense strategies similar to those adopted in cyberspace security. The…

密码学与安全 · 计算机科学 2021-05-07 Ruoxi Qin , Linyuan Wang , Xingyuan Chen , Xuehui Du , Bin Yan

Advanced Persistent Threats (APTs) have recently emerged as a significant security challenge for a cyber-physical system due to their stealthy, dynamic and adaptive nature. Proactive dynamic defenses provide a strategic and holistic…

计算机科学与博弈论 · 计算机科学 2019-11-11 Linan Huang , Quanyan Zhu

The processing and storage of critical data in large-scale cloud networks necessitate the need for scalable security solutions. It has been shown that deploying all possible security measures incurs a cost on performance by using up…

人工智能 · 计算机科学 2019-03-01 Ankur Chowdhary , Sailik Sengupta , Dijiang Huang , Subbarao Kambhampati

Active cyber defenses based on temporal platform diversity have been proposed as way to make systems more resistant to attacks. These defenses change the properties of the platforms in order to make attacks more complicated. Unfortunately,…

密码学与安全 · 计算机科学 2014-02-03 Kevin M. Carter , Hamed Okhravi , James Riordan

Large scale cloud networks consist of distributed networking and computing elements that process critical information and thus security is a key requirement for any environment. Unfortunately, assessing the security state of such networks…

密码学与安全 · 计算机科学 2018-11-05 Ankur Chowdhary , Sailik Sengupta , Adel Alshamrani , Dijiang Huang , Abdulhakim Sabur

Process mining is a well-established discipline of data analysis focused on the discovery of process models from information systems' event logs. Recently, an emerging subarea of process mining, known as stochastic process discovery, has…

数据库 · 计算机科学 2025-03-07 Anna Kalenkova , Lewis Mitchell , Matthew Roughan

Markov Population Models are a widespread formalism used to model the dynamics of complex systems, with applications in Systems Biology and many other fields. The associated Markov stochastic process in continuous time is often analyzed by…

机器学习 · 计算机科学 2021-06-25 Francesca Cairoli , Ginevra Carbone , Luca Bortolussi

Characterizing attacker behavior with respect to Cyber-Physical Systems is important to assuring the security posture and resilience of these systems. Classical cyber vulnerability assessment approaches rely on the knowledge and experience…

密码学与安全 · 计算机科学 2021-03-18 Christopher Deloglos , Carl Elks , Ashraf Tantawy

We initiate the analysis of the response of computer owners to various offers of defence systems against a cyber-hacker (for instance, a botnet attack), as a stochastic game of a large number of interacting agents. We introduce a simple…

最优化与控制 · 数学 2022-05-03 Vassili Kolokoltsov , Alain Bensoussan
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