Author

J. A. Onieva

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Open access Sep 2026

GenPot: A generative honeypot architecture for adaptive web and API interaction

Honeypots are widely used as cyber-deception tools to study adversarial behaviour, yet their effectiveness is limited by a trade-off between realism and security risk. Low-interaction honeypots are easily detected, while high-interaction honeypots provide realistic data at the cost of network exposure. Recent advances...

Antonio Lara-Gutierrez, Juan Zamorano, J. A. Onieva · Applied intelligence (Boston... · 0 citations

Open access Aug 2026

Towards maintainable AI-driven network anomaly and threat detection: a comparative analysis of datasets, preprocessing techniques, and model trade-offs

A comparative experimental study of anomaly and threat detection techniques used in network analysis through a multistep pipeline, demonstrating that hybrid architectures achieve superior generalisation, yet face challenges regarding computational overhead and cross-dataset adaptability.

Antonio Lara-Gutierrez, Carmen Fernandez-Gago, J. A. Onieva · Artificial Intelligence Revi... · 0 citations