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DecoyShield: A Deception-Based Framework for Proactive Threat Detection and Cyber Defense

The work proposes DecoyShield, a deception-based cybersecurity framework for proactive detection. It leverages multi-service honeypot environments that simulate network services, capture attacker behavior, and integrate behavioral analysis, threat intelligence, and dynamic risk scoring to classify severity and deploy adaptive responses.

HoneypotDecoyAdversary engagementNetwork

What we know

The work proposes DecoyShield, a deception-based cybersecurity framework for proactive detection. It leverages multi-service honeypot environments that simulate network services, capture attacker behavior, and integrate behavioral analysis, threat intelligence, and dynamic risk scoring to classify severity and deploy adaptive responses.

Evidence limits

Review based solely on the Crossref-deposited abstract; it does not imply full-text reading, replication, or independent validation of results.

Reviewed: author abstract. Full-text results were not analyzed.

Sources and provenance

  1. DecoyShield: A Deception-Based Framework for Proactive Threat Detection and Cyber Defense
    abstract · 2026-10-11

Reviewed: 2026-10-16. This record may change when new evidence is found.

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