Author

Enrique Tomás Martínez Beltrán

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

DecoyTrace: Toxic Decoys for Active Defense in Decentralized Federated Learning

DecoyTrace is presented, a proactive cyber deception-based defense for strictly serverless DFL environments that deploys a mobile DecoyNode that generates decoy challenges using chaotic maps, disseminates a dual model based on neighbor trust, and evaluates them using three-state semantic metrics.

Pedro Beltrán-López, Enrique Tomás Martínez Beltrán, Pantaleone Nespoli et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Trustworthy, Explainable, and Sustainable Decentralized Intelligence for 6G Networks

A unified perspective on decentralized intelligence for 6G is developed, arguing that decentralization, trustworthiness, explainability, and sustainability must be designed jointly rather than treated as independent requirements.

Giovanni Perin, Michele Rossi, Enrique Tomás Martínez Beltrán et al. · 0 citations