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cs.LG2024
MonoKAN: Certified Monotonic Kolmogorov-Arnold Network
Alejandro Polo-Molina, David Alfaya, Jose Portela
Artificial Neural Networks (ANNs) have significantly advanced various fields by effectively recognizing patterns and solving complex problems. Despite these advancements, their int…
cs.LG2024★ 1 cited
A mathematical certification for positivity conditions in Neural Networks with applications to partial monotonicity and Trustworthy AI
Alejandro Polo-Molina, David Alfaya, Jose Portela
Artificial Neural Networks (ANNs) have become a powerful tool for modeling complex relationships in large-scale datasets. However, their black-box nature poses trustworthiness chal…