39 citations · 51 across the 2 of their papers we have counts for
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stat.ML2021★ 12 cited
NN2Poly: A polynomial representation for deep feed-forward artificial neural networks
Pablo Morala, Jenny Alexandra Cifuentes, Rosa E. Lillo +1
Interpretability of neural networks and their underlying theoretical behavior remain an open field of study even after the great success of their practical applications, particular…
stat.ML2021★ 39 cited
Towards a mathematical framework to inform Neural Network modelling via Polynomial Regression
Pablo Morala, Jenny Alexandra Cifuentes, Rosa E. Lillo +1
Even when neural networks are widely used in a large number of applications, they are still considered as black boxes and present some difficulties for dimensioning or evaluating t…