IEEE transactions on neural networks and learning systems
A Mathematical Certification for Positivity Conditions in Neural Networks With Applications to Partial Monotonicity and Trustworthy AI.
Alejandro Polo-Molina, David Alfaya, Jose Portela
Published: 202510.1109/TNNLS.2025.3614431
Abstract
Artificial neural networks (ANNs) have become a powerful tool for modeling complex relationships in large-scale datasets. However, their closed box nature poses trustworthiness challenges. In certain situations, ensuring trust in predictions might re…
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