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Cyber deception is an emerging proactive defense strategy to counter increasingly sophisticated attacks such as Advanced Persistent Threats (APTs) by misleading and distracting attackers from critical assets. However, since deception…

计算机科学与博弈论 · 计算机科学 2025-05-28 Ya-Ting Yang , Quanyan Zhu

In multiple domains such as malware detection, automated driving systems, or fraud detection, classification algorithms are susceptible to being attacked by malicious agents willing to perturb the value of instance covariates to pursue…

机器学习 · 统计学 2025-07-10 Victor Gallego , Roi Naveiro , Alberto Redondo , David Rios Insua , Fabrizio Ruggeri

Stochastic patrol routing is known to be advantageous in adversarial settings; however, the optimal choice of stochastic routing strategy is dependent on a model of the adversary. We adopt a worst-case omniscient adversary model from the…

系统与控制 · 电气工程与系统科学 2025-04-10 Yohan John , Gilberto Diaz-Garcia , Xiaoming Duan , Jason R. Marden , Francesco Bullo

Communication protocol security is among the most significant challenges of the Internet of Things (IoT) due to the wide variety of hardware and software technologies involved. Moving target defense (MTD) has been adopted as an innovative…

密码学与安全 · 计算机科学 2021-10-11 Yongsheng Mei , Kailash Gogineni , Tian Lan , Guru Venkataramani

Data injection attacks (DIAs) pose a significant cybersecurity threat to the Smart Grid by enabling an attacker to compromise the integrity of data acquisition and manipulate estimated states without triggering bad data detection…

系统与控制 · 电气工程与系统科学 2024-11-26 Ke Sun , Iñaki Esnaola , H. Vincent Poor

Data injection attacks have recently emerged as a significant threat on the smart power grid. By launching data injection attacks, an adversary can manipulate the real-time locational marginal prices to obtain economic benefits. Despite the…

密码学与安全 · 计算机科学 2016-04-04 Anibal Sanjab , Walid Saad

We investigate the equilibrium stability and robustness in a class of moving target defense problems, in which players have both incomplete information and asymmetric cognition. We first establish a Bayesian Stackelberg game model for…

计算机科学与博弈论 · 计算机科学 2025-04-15 Hanzheng Zhang , Zhaoyang Cheng , Guanpu Chen , Karl Henrik Johansson

Identifying the actual adversarial threat against a system vulnerability has been a long-standing challenge for cybersecurity research. To determine an optimal strategy for the defender, game-theoretic based decision models have been widely…

计算机科学与博弈论 · 计算机科学 2022-11-11 Siddhant Bhambri , Purv Chauhan , Frederico Araujo , Adam Doupé , Subbarao Kambhampati

We present a model for layered security with applications to the protection of sites such as stadiums or large gathering places. We formulate the problem as one of maximizing the capture of illegal contraband. The objective function is…

其他计算机科学 · 计算机科学 2022-04-20 Tsvetan Asamov , Emre Yamangil , Endre Boros , Paul Kantor , Fred Roberts

Anticipating the strategies of potential attackers is crucial for protecting critical infrastructure. We can represent the challenge of the defenders of such infrastructure as a Stackelberg security game. The defender must decide how to…

计算机科学与博弈论 · 计算机科学 2024-05-16 Pamela Bustamante-Faúndez , Víctor Bucarey L. , Martine Labbé , Vladimir Marianov , Fernando Ordóñez

Federated learning (FL) is susceptible to a range of security threats. Although various defense mechanisms have been proposed, they are typically non-adaptive and tailored to specific types of attacks, leaving them insufficient in the face…

机器学习 · 计算机科学 2024-10-24 Tao Li , Henger Li , Yunian Pan , Tianyi Xu , Zizhan Zheng , Quanyan Zhu

Decentralized Federated Learning (DFL), a paradigm for managing big data in a privacy-preserved manner, is still vulnerable to poisoning attacks where malicious clients tamper with data or models. Current defense methods often assume…

密码学与安全 · 计算机科学 2024-11-13 Chao Feng , Alberto Huertas Celdrán , Zien Zeng , Zi Ye , Jan von der Assen , Gerome Bovet , Burkhard Stiller

It has been demonstrated that adversarial graphs, i.e., graphs with imperceptible perturbations, can cause deep graph models to fail on classification tasks. In this work, we extend the concept of adversarial graphs to the community…

机器学习 · 计算机科学 2025-12-15 Yifan Niu , Aochuan Chen , Tingyang Xu , Jia Li

Multi-defender Stackelberg Security Games (MSSG) have recently gained increasing attention in the literature. However, the solutions offered to date are highly sensitive, wherein even small perturbations in the attacker's utility or slight…

计算机科学与博弈论 · 计算机科学 2024-12-17 Dolev Mutzari , Yonatan Aumann , Sarit Kraus

Advanced persistent threats (APT) combine a variety of different attack forms ranging from social engineering to technical exploits. The diversity and usual stealthiness of APT turns them into a central problem of contemporary practical…

密码学与安全 · 计算机科学 2022-05-03 Stefan Rass , Sandra König , Stefan Schauer

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…

机器学习 · 计算机科学 2026-01-12 Yu Li , Sizhe Tang , Rongqian Chen , Fei Xu Yu , Guangyu Jiang , Mahdi Imani , Nathaniel D. Bastian , Tian Lan

Recent research efforts indicate that federated learning (FL) systems are vulnerable to a variety of security breaches. While numerous defense strategies have been suggested, they are mainly designed to counter specific attack patterns and…

密码学与安全 · 计算机科学 2025-12-19 Henger Li , Tianyi Xu , Tao Li , Yunian Pan , Quanyan Zhu , Zizhan Zheng

Stackelberg Security Games are often used to model strategic interactions in high-stakes security settings. The majority of existing models focus on single-defender settings where a single entity assumes command of all security assets.…

计算机科学与博弈论 · 计算机科学 2023-11-29 Zimeng Song , Chun Kai Ling , Fei Fang

This work studies Stackelberg network interdiction games -- an important class of games in which a defender first allocates (randomized) defense resources to a set of critical nodes on a graph while an adversary chooses its path to attack…

最优化与控制 · 数学 2023-01-31 Tien Mai , Avinandan Bose , Arunesh Sinha , Thanh H. Nguyen

Evidence on the effectiveness of Man-At-The-End (MATE) software protections, such as code obfuscation, has mainly come from limited empirical research. Recently, however, an automatable method was proposed to obtain statistical models of…

密码学与安全 · 计算机科学 2026-05-18 Alessandro Sanna , Waldo Verstraete , Leonardo Regano , Davide Maiorca , Bjorn De Sutter