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Alberto Huertas Celdrán

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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

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