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José María Jorquera Valero

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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 robustness.

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