Evidence of Cognitive Biases in Capture-the-Flag Cybersecurity Competitions

Fuente: arXiv
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Autori principali: Carreira, Carolina, Aggarwal, Anu, Cuevas, Alejandro, Ferreira, Maria José, Hibshi, Hanan, Gonzalez, Cleotilde
Natura: Preprint
Pubblicazione: 2025
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author Carreira, Carolina
Aggarwal, Anu
Cuevas, Alejandro
Ferreira, Maria José
Hibshi, Hanan
Gonzalez, Cleotilde
author_facet Carreira, Carolina
Aggarwal, Anu
Cuevas, Alejandro
Ferreira, Maria José
Hibshi, Hanan
Gonzalez, Cleotilde
contents Understanding how cognitive biases influence adversarial decision-making is essential for developing effective cyber defenses. Capture-the-Flag (CTF) competitions provide an ecologically valid testbed to study attacker behavior at scale, simulating real-world intrusion scenarios under pressure. We analyze over 500,000 submission logs from picoCTF, a large educational CTF platform, to identify behavioral signatures of cognitive biases with defensive implications. Focusing on availability bias and the sunk cost fallacy, we employ a mixed-methods approach combining qualitative coding, descriptive statistics, and generalized linear modeling. Our findings show that participants often submitted flags with correct content but incorrect formatting (availability bias), and persisted in attempting challenges despite repeated failures and declining success probabilities (sunk cost fallacy). These patterns reveal that biases naturally shape attacker behavior in adversarial contexts. Building on these insights, we outline a framework for bias-informed adaptive defenses that anticipate, rather than simply react to, adversarial actions.
format Preprint
id arxiv_https___arxiv_org_abs_2510_05771
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Evidence of Cognitive Biases in Capture-the-Flag Cybersecurity Competitions
Carreira, Carolina
Aggarwal, Anu
Cuevas, Alejandro
Ferreira, Maria José
Hibshi, Hanan
Gonzalez, Cleotilde
Cryptography and Security
Computers and Society
Human-Computer Interaction
Understanding how cognitive biases influence adversarial decision-making is essential for developing effective cyber defenses. Capture-the-Flag (CTF) competitions provide an ecologically valid testbed to study attacker behavior at scale, simulating real-world intrusion scenarios under pressure. We analyze over 500,000 submission logs from picoCTF, a large educational CTF platform, to identify behavioral signatures of cognitive biases with defensive implications. Focusing on availability bias and the sunk cost fallacy, we employ a mixed-methods approach combining qualitative coding, descriptive statistics, and generalized linear modeling. Our findings show that participants often submitted flags with correct content but incorrect formatting (availability bias), and persisted in attempting challenges despite repeated failures and declining success probabilities (sunk cost fallacy). These patterns reveal that biases naturally shape attacker behavior in adversarial contexts. Building on these insights, we outline a framework for bias-informed adaptive defenses that anticipate, rather than simply react to, adversarial actions.
title Evidence of Cognitive Biases in Capture-the-Flag Cybersecurity Competitions
topic Cryptography and Security
Computers and Society
Human-Computer Interaction
url https://arxiv.org/abs/2510.05771