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Related papers: WiP: Deception-in-Depth Using Multiple Layers of D…

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Deception is a fundamental issue across a diverse array of settings, from cybersecurity, where decoys (e.g., honeypots) are an important tool, to politics that can feature politically motivated "leaks" and fake news about candidates.Typical…

Artificial Intelligence · Computer Science 2019-11-15 Andrew Estornell , Sanmay Das , Yevgeniy Vorobeychik

Cybersecurity threats continue to increase, with a growing number of previously unknown attacks each year targeting both large corporations and smaller entities. This scenario demands the implementation of advanced security measures, not…

Cryptography and Security · Computer Science 2025-09-23 Javier Jiménez-Román , Florina Almenares-Mendoza , Alfonso Sánchez-Macián

Deception is a technique to mislead human or computer systems by manipulating beliefs and information. For the applications of cyber deception, non-cooperative games become a natural choice of models to capture the adversarial interactions…

Cryptography and Security · Computer Science 2019-02-12 Tao Zhang , Linan Huang , Jeffrey Pawlick , Quanyan Zhu

Deceptive elements, including honeypots and decoys, were incorporated into the Microsoft CyberBattleSim experimentation and research platform. The defensive capabilities of the deceptive elements were tested using reinforcement learning…

Cryptography and Security · Computer Science 2021-09-01 Erich Walter , Kimberly Ferguson-Walter , Ahmad Ridley

Cyberattacks on both databases and critical infrastructure have threatened public and private sectors. Ubiquitous tracking and wearable computing have infringed upon privacy. Advocates and engineers have recently proposed using defensive…

Cryptography and Security · Computer Science 2019-05-23 Jeffrey Pawlick , Edward Colbert , Quanyan Zhu

This paper presents an intelligent and adaptive agent that employs deception to recognize a cyber adversary's intent. Unlike previous approaches to cyber deception, which mainly focus on delaying or confusing the attackers, we focus on…

Multiagent Systems · Computer Science 2020-07-21 Aditya Shinde , Prashant Doshi , Omid Setayeshfar

Honeypots play a crucial role in implementing various cyber deception techniques as they possess the capability to divert attackers away from valuable assets. Careful strategic placement of honeypots in networks should consider not only…

Computer Science and Game Theory · Computer Science 2023-09-20 Md Abu Sayed , Ahmed H. Anwar , Christopher Kiekintveld , Charles Kamhoua

Cognitive vulnerabilities shape human decision-making and arise primarily from two sources: (1) cognitive capabilities, which include disparities in knowledge, education, expertise, or access to information, and (2) cognitive biases, such…

Computer Science and Game Theory · Computer Science 2025-09-09 Ya-Ting Yang , Quanyan Zhu

Deception is a crucial tool in the cyberdefence repertoire, enabling defenders to leverage their informational advantage to reduce the likelihood of successful attacks. One way deception can be employed is through obscuring, or masking,…

Computer Science and Game Theory · Computer Science 2022-06-22 Junlin Wu , Charles Kamhoua , Murat Kantarcioglu , Yevgeniy Vorobeychik

In this paper, we propose a defence strategy to improve adversarial robustness by incorporating hidden layer representation. The key of this defence strategy aims to compress or filter input information including adversarial perturbation.…

Machine Learning · Computer Science 2022-06-24 Haojing Shen , Sihong Chen , Ran Wang , Xizhao Wang

Deception is virtually ubiquitous in warfare, and should be a central consideration for military operations research. However, studies of agent behaviour in simulated operations have typically neglected to include explicit models of…

Multiagent Systems · Computer Science 2021-09-08 Lyndon Benke , Michael Papasimeon , Tim Miller

In the evolving landscape of cybersecurity, the utilization of cyber deception has gained prominence as a proactive defense strategy against sophisticated attacks. This paper presents a comprehensive survey that investigates the crucial…

Cryptography and Security · Computer Science 2024-01-09 Md Abu Sayed , Moqsadur Rahman , Mohammad Ariful Islam Khan , Deepak Tosh

Deception technology has proven to be a sound approach against threats to information systems. Aside from well-established honeypots, decoy elements, also known as honeytokens, are an excellent method to address various types of threats.…

Cryptography and Security · Computer Science 2021-04-09 Daniel Reti , Daniel Fraunholz , Janis Zemitis , Daniel Schneider , Hans Dieter Schotten

Phishing attacks trick victims into disclosing sensitive information. To counter rapidly evolving attacks, we must explore machine learning and deep learning models leveraging large-scale data. We discuss models built on different kinds of…

Cryptography and Security · Computer Science 2022-05-17 Dinil Mon Divakaran , Adam Oest

The concept of cyber deception has been receiving emerging attention. The development of cyber defensive deception techniques requires interdisciplinary work, among which cognitive science plays an important role. In this work, we adopt a…

Cryptography and Security · Computer Science 2023-09-26 Yinan Hu , Quanyan Zhu

Today's high-stakes adversarial interactions feature attackers who constantly breach the ever-improving security measures. Deception mitigates the defender's loss by misleading the attacker to make suboptimal decisions. In order to formally…

Artificial Intelligence · Computer Science 2020-06-11 Zheyuan Ryan Shi , Ariel D. Procaccia , Kevin S. Chan , Sridhar Venkatesan , Noam Ben-Asher , Nandi O. Leslie , Charles Kamhoua , Fei Fang

How to detect and mitigate deceptive AI systems is an open problem for the field of safe and trustworthy AI. We analyse two algorithms for mitigating deception: The first is based on the path-specific objectives framework where paths in the…

Artificial Intelligence · Computer Science 2023-06-27 Ismail Sahbane , Francis Rhys Ward , C Henrik Åslund

Keyloggers remain a serious threat in modern cybersecurity, silently capturing user keystrokes to steal credentials and sensitive information. Traditional defenses focus mainly on detection and removal, which can halt malicious activity but…

Cryptography and Security · Computer Science 2025-08-07 Md Sajidul Islam Sajid , Shihab Ahmed , Ryan Sosnoski

Defensive deception techniques have emerged as a promising proactive defense mechanism to mislead an attacker and thereby achieve attack failure. However, most game-theoretic defensive deception approaches have assumed that players maintain…

Computer Science and Game Theory · Computer Science 2021-02-02 Zelin Wan , Jin-Hee Cho , Mu Zhu , Ahmed H. Anwar , Charles Kamhoua , Munindar P. Singh

Deception is a technique to mislead human or computer systems by manipulating beliefs and information. Successful deception is characterized by the information-asymmetric, dynamic, and strategic behaviors of the deceiver and the deceivee.…

Cryptography and Security · Computer Science 2018-10-02 Tao Zhang , Quanyan zhu