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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. Federated Learning, Trustworthy AI & Cyberdefense Research

Federated Learning, Trustworthy AI & Cyberdefense Research

Research projects applying federated learning, distributed AI and trustworthy machine learning to cyberdefense, cybersecurity, and resilient privacy-preserving systems.

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.

Security problemIoT deployments need device identity mechanisms that remain useful when central services are unavailable, compromised, or unsuitable for sensitive telemetry.

Decentralized Federated LearningAdversarial MLIoT SecurityCybersecurityTrustworthy AI
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EU-GUARDIAN: European Framework and Proofs-of-concept for the Intelligent Automation of Cyber Defence Incident Management
Dec 2022 — Nov 2025

EU-GUARDIAN: European Framework and Proofs-of-concept for the Intelligent Automation of Cyber Defence Incident Management

A European research project on methods and proofs of concept for supporting cyber defence incident management.

AICyberdefenseAutomation
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ROBUST-6G: Smart, Automated and Reliable Security Service Platform for 6G
2024 — 2026

ROBUST-6G: Smart, Automated and Reliable Security Service Platform for 6G

ROBUST-6G studies security mechanisms for 6G systems, including monitoring, secure data management, trustworthy AI services, federated learning, and threat response.

Security problem6G networks expand the attack surface across RAN, edge, core and vertical applications, making manual security operations too slow for dynamic cyber-physical services.

CybersecurityCyberdefenseTrustworthy AIExplainable AIPrivacy-Preserving AISituational Awareness
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VALKYRIES: Harmonization and Pre-Standardization of and Tactical Coordinated procedures for First Aid Vehicles deployment on European multi-victim Disasters
Oct 2021 — Sep 2023

VALKYRIES: Harmonization and Pre-Standardization of and Tactical Coordinated procedures for First Aid Vehicles deployment on European multi-victim Disasters

A modular, interoperable platform for coordinated emergency response in multi-victim disasters across European regions.

InteroperabilityBLOS Communications
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CyberBrain: Cybersecurity in BCI for Advanced Driver Assistance
2023 — 2025

CyberBrain: Cybersecurity in BCI for Advanced Driver Assistance

A comprehensive cybersecurity framework for Brain-Computer Interface systems in advanced driver assistance scenarios, focusing on detecting and preventing cyberattacks on the BCI lifecycle.

Brain-Computer InterfaceCybersecurity
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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.

Security problemModern military operations require real-time correlation between cyber threats and physical tactical capabilities across multiple coordinate environments.

CybersecurityCyberdefenseSituational AwarenessTactical Systems
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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.

Security problemTraditional cyber training lacks realistic APT simulation patterns and adaptive gamified metrics to keep cybersecurity teams engaged and evaluated.

CybersecurityCyberdefenseCyber RangeGamificationAPT Simulation
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TITAN: Trustworthy and Intelligent Threat Analysis
Jan 2026 — Dec 2026

TITAN: Trustworthy and Intelligent Threat Analysis

A project with armasuisse Cyber-Defence Campus investigating trustworthy threat intelligence sharing and verification algorithms.

CybersecurityThreat AnalysisTrustworthy AIDecentralized Systems
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DECIMAL: DECentralized Intelligent Multimodal Adaptive Learning
Jan 2025 — Dec 2025

DECIMAL: DECentralized Intelligent Multimodal Adaptive Learning

A collaboration with armasuisse Cyber-Defence Campus developing robust, resource-efficient and adaptive learning for multimodal sensor ecosystems.

Decentralized Federated LearningMultimodal LearningAdaptive SystemsEdge Computing
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DATRIS: Decentralized AI for Trustworthy and Resource-efficient Intelligent Systems
Jan 2024 — Dec 2024

DATRIS: Decentralized AI for Trustworthy and Resource-efficient Intelligent Systems

Developed decentralized AI solutions addressing computational constraints and trust validation under armasuisse Cyber-Defence Campus sponsorship.

Decentralized Federated LearningResource EfficiencyTrustworthy AI
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Cybersecurity and Distributed Federated Learning
Nov 2025 — Jan 2026

Cybersecurity and Distributed Federated Learning

An international research exchange program investigating threat mitigation models for peer-to-peer federated learning.

Decentralized Federated LearningCybersecurityIntrusion Detection
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