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20182026
most citedLocal Propagation in Constraint-based Neural Network

6 citations · 35 across the 25 of their papers we have counts for

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Showing 2020Show all

5 papers · 1 filter

cs.LG2020

An Optimal Control Approach to Learning in SIDARTHE Epidemic model

Andrea Zugarini, Enrico Meloni, Alessandro Betti +3

The COVID-19 outbreak has stimulated the interest in the proposal of novel epidemiological models to predict the course of the epidemic so as to help planning effective control str…

cs.LG2020

Developing Constrained Neural Units Over Time

Alessandro Betti, Marco Gori, Simone Marullo +1

In this paper we present a foundational study on a constrained method that defines learning problems with Neural Networks in the context of the principle of least cognitive action,…

cs.CV2020★ 4 cited

Wave Propagation of Visual Stimuli in Focus of Attention

Lapo Faggi, Alessandro Betti, Dario Zanca +2

Fast reactions to changes in the surrounding visual environment require efficient attention mechanisms to reallocate computational resources to most relevant locations in the visua…

cs.LG2020★ 4 cited

Focus of Attention Improves Information Transfer in Visual Features

Matteo Tiezzi, Stefano Melacci, Alessandro Betti +2

Unsupervised learning from continuous visual streams is a challenging problem that cannot be naturally and efficiently managed in the classic batch-mode setting of computation. The…

cs.LG2020★ 6 cited

Local Propagation in Constraint-based Neural Network

Giuseppe Marra, Matteo Tiezzi, Stefano Melacci +3

In this paper we study a constraint-based representation of neural network architectures. We cast the learning problem in the Lagrangian framework and we investigate a simple optim…