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Enrique Tomás Martínez Beltrán

Federated learning, trustworthy AI and cyberdefense research, focused on systems that are robust, privacy-preserving and useful in security operations.

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  2. Publications on Federated Learning, AI and Cybersecurity
  3. MadHoney: Señuelos Tóxicos para la Defensa Activa en el Aprendizaje Federado Descentralizado
Conference paper2026

XI Jornadas Nacionales de Investigación en Ciberseguridad (JNIC 2026)

MadHoney: Señuelos Tóxicos para la Defensa Activa en el Aprendizaje Federado Descentralizado

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Abstract

Authors

Pedro Beltrán LópezEnrique Tomás Martínez BeltránPantaleone NespoliManuel Gil PérezGregorio Martínez PérezAlberto Huertas Celdrán

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Conference paper2022

VII Jornadas Nacionales de Investigación en Ciberseguridad (JNIC 2022)

A Review of Noise-based Cyberattacks Generating Fake P300 Waves in Brain-Computer Interfaces

Enrique Tomás Martínez Beltrán, Mario Quiles Pérez, Sergio López Bernal, Alberto Huertas Celdrán, Gregorio Martínez Pérez

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Conference paper2025

X Jornadas Nacionales de Investigación en Ciberseguridad (JNIC 2025)

Aprendizaje federado descentralizado y conciencia situacional para el reconocimiento aéreo militar seguro y resiliente

Enrique Tomás Martínez Beltrán, Miguel Fernández Llamas, Anas Zine Boujemaoui, Gérôme Bovet, Gregorio Martínez Pérez, Alberto Huertas Celdrán

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Conference paper2023

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence

Fedstellar: a platform for training models in a privacy-preserving and decentralized fashion

Enrique Tomás Martínez Beltrán, Pedro Miguel Sánchez Sánchez, Sergio López Bernal, Gérôme Bovet, Manuel Gil Pérez, Gregorio Martínez Pérez, Alberto Huertas Celdrán

This paper presents Fedstellar, a platform for training decentralized Federated Learning (FL) models in heterogeneous topologies in terms of the number of federation participants and their connections. Fedstellar allo...

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Related Research

COBRA V2: Gamified and Customizable Hyperrealistic Cyber Range Simulations of APTs

Nov 2025 — Jun 2026

COBRA V2: Gamified and Customizable Hyperrealistic Cyber Range Simulations of APTs

Develops adaptive training environments and realistic Advanced Persistent Threat (APT) simulation tools using gamification mechanics.

DEFENDIS: Decentralized Federated Learning for IoT Device Identification and Security

Apr 2023 — Nov 2023

DEFENDIS: Decentralized Federated Learning for IoT Device Identification and Security

DEFENDIS develops a framework for uniquely identifying IoT devices in a distributed manner while solving security threats through decentralized federated learning.

ECYSAP EYE: European Cyber Situational Awareness Platform - Enhanced Cyberspace Operations

Nov 2024 — Jan 2028

ECYSAP EYE: European Cyber Situational Awareness Platform - Enhanced Cyberspace Operations

An architectural evolution of the European cyber situational awareness platform into a modular System of Systems to support military missions.