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Active Directory (AD) is the default security management system for Windows domain networks. We study a Stackelberg game model between one attacker and one defender on an AD attack graph. The attacker initially has access to a set of entry…

Neural and Evolutionary Computing · Computer Science 2023-01-05 Diksha Goel , Max Ward , Aneta Neumann , Frank Neumann , Hung Nguyen , Mingyu Guo

Active Directory (AD) is the default security management system for Windows domain networks. An AD environment naturally describes an attack graph where nodes represent computers/accounts/security groups, and edges represent existing…

Cryptography and Security · Computer Science 2022-12-09 Mingyu Guo , Max Ward , Aneta Neumann , Frank Neumann , Hung Nguyen

We study a Stackelberg game between one attacker and one defender in a configurable environment. The defender picks a specific environment configuration. The attacker observes the configuration and attacks via Reinforcement Learning (RL…

Neural and Evolutionary Computing · Computer Science 2023-04-11 Diksha Goel , Aneta Neumann , Frank Neumann , Hung Nguyen , Mingyu Guo

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

Modern enterprise networks increasingly rely on Active Directory (AD) for identity and access management. However, this centralization exposes a single point of failure, allowing adversaries to compromise high-value assets. Existing AD…

Cryptography and Security · Computer Science 2025-10-21 Diksha Goel , Hussain Ahmad , Kristen Moore , Mingyu Guo

Active Directory is the default security management system for Windows domain networks. We study the shortest path edge interdiction problem for defending Active Directory style attack graphs. The problem is formulated as a Stackelberg game…

Computer Science and Game Theory · Computer Science 2021-12-28 Mingyu Guo , Jialiang Li , Aneta Neumann , Frank Neumann , Hung Nguyen

Security vulnerabilities in Windows Active Directory (AD) systems are typically modeled using an attack graph and hardening AD systems involves an iterative workflow: security teams propose an edge to remove, and IT operations teams…

Artificial Intelligence · Computer Science 2025-05-05 Huy Q. Ngo , Mingyu Guo , Hung Nguyen

This paper investigates the problem of synthesizing proactive defense systems in which the defender can allocate deceptive targets and modify the cost of actions for the attacker who aims to compromise security assets in this system. We…

Multiagent Systems · Computer Science 2023-01-05 Haoxiang Ma , Shuo Han , Nandi Leslie , Charles Kamhoua , Jie Fu

Automated cyber defense (ACD) seeks to protect computer networks with minimal or no human intervention, reacting to intrusions by taking corrective actions such as isolating hosts, resetting services, deploying decoys, or updating access…

Machine Learning · Computer Science 2026-01-12 Yu Li , Sizhe Tang , Rongqian Chen , Fei Xu Yu , Guangyu Jiang , Mahdi Imani , Nathaniel D. Bastian , Tian Lan

We study a class of games, in which the adversary (attacker) is to satisfy a complex mission specified in linear temporal logic, and the defender is to prevent the adversary from achieving its goal. A deceptive defender can allocate decoys,…

Computer Science and Game Theory · Computer Science 2020-10-06 Abhishek N. Kulkarni , Jie Fu , Huan Luo , Charles A. Kamhoua , Nandi O. Leslie

Adversarial dynamics are a critical facet within the cyber security domain, in which there exists a co-evolution between attackers and defenders in any given threat scenario. While defenders leverage capabilities to minimize the potential…

Cryptography and Security · Computer Science 2014-08-19 Michael L. Winterrose , Kevin M. Carter

We implemented and evaluated an automated cyber defense agent. The agent takes security alerts as input and uses reinforcement learning to learn a policy for executing predefined defensive measures. The defender policies were trained in an…

Cryptography and Security · Computer Science 2023-04-24 Jakob Nyberg , Pontus Johnson

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,…

Cryptography and Security · Computer Science 2014-02-03 Kevin M. Carter , Hamed Okhravi , James Riordan

As cyber threats grow increasingly sophisticated, reinforcement learning (RL) is emerging as a promising technique to create intelligent and adaptive cyber defense systems. However, most existing autonomous defensive agents have overlooked…

Machine Learning · Computer Science 2025-04-17 Ilya Orson Sandoval , Isaac Symes Thompson , Vasilios Mavroudis , Chris Hicks

The wireless ad hoc networks are highly vulnerable to distributed denial of service(DDoS) attacks because of its unique characteristics such as open network architecture, shared wireless medium and stringent resource constraints. These…

Cryptography and Security · Computer Science 2011-06-08 S. A. Arunmozhi , Y. Venkataramani

A model of strategy formulation is used to study how an adaptive attacker learns to overcome a moving target cyber defense. The attacker-defender interaction is modeled as a game in which a defender deploys a temporal platform migration…

Cryptography and Security · Computer Science 2014-08-19 M. L. Winterrose , K. M. Carter , N. Wagner , W. W. Streilein

The interdiction of escaping adversaries in urban networks is a critical security challenge. State-of-the-art game-theoretic models, such as the Escape Interdiction Game (EIG), provide comprehensive frameworks but assume a highly dynamic…

Data Structures and Algorithms · Computer Science 2025-10-07 Sukanya Samanta , Manohar Reddy

We develop a queueing-theoretic framework to model the temporal evolution of cyber-attack surfaces, where the number of active vulnerabilities is represented as the backlog of a queue. Vulnerabilities arrive as they are discovered or…

Cryptography and Security · Computer Science 2026-04-17 Jihyeon Yun , Abdullah Yasin Etcibasi , Ming Shi , C. Emre Koksal

Advanced persistent threat (APT) is a kind of stealthy, sophisticated, and long-term cyberattack that has brought severe financial losses and critical infrastructure damages. Existing works mainly focus on APT defense under stable network…

Computer Science and Game Theory · Computer Science 2023-09-04 Zixuan Wang , Jiliang Li , Yuntao Wang , Zhou Su , Shui Yu , Weizhi Meng

Cyber deception allows compensating the late response of defenders countermeasures to the ever evolving tactics, techniques, and procedures (TTPs) of attackers. This proactive defense strategy employs decoys resembling legitimate system…

Cryptography and Security · Computer Science 2024-10-17 Marco Zambianco , Claudio Facchinetti , Domenico Siracusa
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