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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…

Computer Science and Game Theory · Computer Science 2022-11-11 Siddhant Bhambri , Purv Chauhan , Frederico Araujo , Adam Doupé , Subbarao Kambhampati

Reconnaissance activities precedent other attack steps in the cyber kill chain. Zero-day attacks exploit unknown vulnerabilities and give attackers the upper hand against conventional defenses. Honeypots have been used to deceive attackers…

Computer Science and Game Theory · Computer Science 2023-07-27 Md Abu Sayed , Ahmed H. Anwar , Christopher Kiekintveld , Branislav Bosansky , Charles Kamhoua

Security challenges accompany the efficiency. The pervasive integration of information and communications technologies (ICTs) makes cyber-physical systems vulnerable to targeted attacks that are deceptive, persistent, adaptive and…

Computer Science and Game Theory · Computer Science 2018-09-11 Linan Huang , Quanyan Zhu

Adversaries (hackers) attempting to infiltrate networks frequently face uncertainty in their operational environments. This research explores the ability to model and detect when they exhibit ambiguity aversion, a cognitive bias reflecting…

Cryptography and Security · Computer Science 2025-12-22 Stephan Carney , Soham Hans , Sofia Hirschmann , Stacey Marsella , Yvonne Fonken , Peggy Wu , Nikolos Gurney

This work evaluates the performance of Cyber Threat Intelligence (CTI) extraction methods in identifying attack techniques from threat reports available on the web using the MITRE ATT&CK framework. We analyse four configurations utilising…

Cryptography and Security · Computer Science 2025-05-07 Hoang Cuong Nguyen , Shahroz Tariq , Mohan Baruwal Chhetri , Bao Quoc Vo

Cyber-deception is an increasingly important defensive strategy, shaping adversarial decision making through controlled misinformation, uncertainty, and misdirection. Although game-theoretic, Bayesian, Markov decision process, and…

Cryptography and Security · Computer Science 2025-12-04 B. R. Turner , O. Guidetti , N. M. Karie , R. Ryan , Y. Yan

The rapid evolution of modern malware presents significant challenges to the development of effective defense mechanisms. Traditional cyber deception techniques often rely on static or manually configured parameters, limiting their…

Cryptography and Security · Computer Science 2025-01-03 Shihab Ahmed , A B M Mohaimenur Rahman , Md Morshed Alam , Md Sajidul Islam Sajid

Cyber threat intelligence (CTI) encoded in STIX and structured according to the MITRE ATT&CK framework has become a global reference for describing adversary behavior. However, ATT&CK was designed as a descriptive knowledge base rather than…

Cryptography and Security · Computer Science 2026-05-08 Ágney Lopes Roth Ferraz , Sidnei Barbieri , Murray Evangelista de Souza , Lourenço Alves Pereira Júnior

Over the last years, threat intelligence sharing has steadily grown, leading cybersecurity professionals to access increasingly larger amounts of heterogeneous data. Among those, cyber attacks' Tactics, Techniques and Procedures (TTPs) have…

Cryptography and Security · Computer Science 2020-04-30 Valentine Legoy , Marco Caselli , Christin Seifert , Andreas Peter

This work presents an attack-aware deepfake and image-forensics detector designed for robustness, well-calibrated probabilities, and transparent evidence under realistic deployment conditions. The method combines red-team training with…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Noor Fatima , Hasan Faraz Khan , Muzammil Behzad

Emerging deceptive systems present a new promise for the uprising security problems in cloud-based virtual networks, especially those operated by small and medium enterprises. The main goal of deceptive systems is to form a layer of…

Cryptography and Security · Computer Science 2020-04-16 Mohammad Qasem , Hussain M. J. Almohri

Speculative decoding has become a widely adopted technique for accelerating large language model (LLM) inference by drafting multiple candidate tokens and verifying them with a target model in parallel. Its efficiency, however, critically…

Computation and Language · Computer Science 2026-05-19 Shuoyang Sun , Chang Dai , Hao Fang , Kuofeng Gao , Xinhao Zhong , Yi Sun , Fan Mo , Shu-Tao Xia , Bin Chen

With the ever-changing landscape of cyber threats, identifying their origin has become paramount, surpassing the simple task of attack classification. Cyber threat attribution gives security analysts the insights they need to device…

Cryptography and Security · Computer Science 2025-09-16 Rimsha Kanwal , Umara Noor , Zafar Iqbal , Zahid Rashid

Cyber deception aims to distract, delay, and detect network attackers with fake assets such as honeypots, decoy credentials, or decoy files. However, today, it is difficult for operators to experiment, explore, and evaluate deception…

Cryptography and Security · Computer Science 2025-09-29 Brian Singer , Yusuf Saquib , Lujo Bauer , Vyas Sekar

A honeypot, which is a kind of deception strategy, has been widely used for at least 20 years to mitigate cyber threats. Decision-makers have believed that honeypot strategies are intuitive and effective, since honeypots have successfully…

Cryptography and Security · Computer Science 2022-11-01 Suhyeon Lee , Kwangsoo Cho , Seungjoo Kim

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

Cybersecurity is developing rapidly, and new methods of defence against attackers are appearing, such as Cyber Deception (CYDEC). CYDEC consists of deceiving the enemy who performs actions without realising that he/she is being deceived.…

Cryptography and Security · Computer Science 2024-02-21 Pedro Beltran Lopez , Pantaleone Nespoli , Manuel Gil Perez

Cyber threat hunting is the practice of proactively searching for latent threats in a network. Engaging in threat hunting can be difficult due to the volume of network traffic, variety of adversary techniques, and constantly evolving…

Cryptography and Security · Computer Science 2025-03-10 Matthew J. Turner , Mike Carenzo , Jackie Lasky , James Morris-King , James Ross

The rise of advanced persistent threats (APTs) has marked a significant cybersecurity challenge, characterized by sophisticated orchestration, stealthy execution, extended persistence, and targeting valuable assets across diverse sectors.…

Cryptography and Security · Computer Science 2024-04-19 Yuntao Wang , Han Liu , Zhendong Li , Zhou Su , Jiliang Li

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