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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Víctor Manuel González-Gorrín

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Sep 2026

Agentic Cybersecurity: Autonomous Threat Detection Defense Against Adversarial Metamorphic Malware Attacks

Adversarial malware evolves faster than traditional defenses can adapt. With the average breach costing $4.88 million in 2024 [1] and metamorphic malware exceeding 95% mutation rates, organizations need new approaches to detection and response. This paper presents a framework for applying agentic AI to security operati...

Víctor Manuel González-Gorrín, Josep Prieto-Blázquez · 0 citations
Open access Sep 2026

Metamorphic Malware Detection via Graph-Augmented Neural Semantics and Adversarial Hardening: A Comprehensive Framework

MetaGNN-Sec, a graph-augmented neural framework that detects metamorphic malware from program structure rather than surface bytes, provides a heterogeneous PDG representation with a conditional score-shift bound under graph-edit-bounded mutations, a WGAN hardening loop that delivers measurable adversarial robustness, a...

Víctor Manuel González-Gorrín, Josep Prieto-Blázquez · 0 citations
Open access Aug 2026

A transport-layer cryptographic framework secures inter-agent communication and verdict provenance in multi-agent malware detection pipelines

SACP composes standard primitives into a TLS 1.3-style mutually-authenticated handshake adapted to a Certificate-Authority-mediated multi-agent setting, providing confidentiality, integrity, mutual authentication, replay resistance, forward secrecy, and signed-result accountability.

Víctor Manuel González-Gorrín, Josep Prieto-Blázquez · 1 citation
Review Open access Aug 2026

Machine intelligence approaches for preventing adversarial malware attacks in intrusion detection systems: A systematic review

This systematic literature review provides a rigorous, transparent, and reproducible foundation for knowledge by synthesizing all available evidence on IDSs over recent years by highlighting the differences, strengths, and shortcomings from each MI-IDS approach.

Víctor Manuel González-Gorrín, Josep Prieto-Blázquez · 2 citations

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