Author

J. Valero

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#artificial intelligence Preprint Sep 2026

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

As 6G networks transition from theoretical frameworks into operational realities, artificial intelligence (AI) evolves from an add-on optimization tool into a distributed and interconnected structural layer. Unlike previous network generations that mostly relied on centralized cloud analytics platforms, AI-native 6G ne...

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

Open access 2026

Adversarial Training Foundations: Methods to Enhance Neural Network Robustness

The study systematically compares two distinct adversarial training strategies: ‘pre-train’, where adversarial examples are generated beforehand, and ‘in-train’, where perturbations are introduced dynamically during the training process, to understand the advantages and limitations of each approach in enhancing model r...

José María Jorquera Valero, Ibon Bengoechea Cazorla, Manuel Gil Pérez · IEEE Access · 0 citations