21 citations · 21 across the 1 of their papers we have counts for
3 papers
cs.LG2019★ 21 cited
Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence
Aditya Golatkar, Alessandro Achille, Stefano Soatto
Regularization is typically understood as improving generalization by altering the landscape of local extrema to which the model eventually converges. Deep neural networks (DNNs),…
stat.ML2017
A Separation Principle for Control in the Age of Deep Learning
Alessandro Achille, Stefano Soatto
We review the problem of defining and inferring a "state" for a control system based on complex, high-dimensional, highly uncertain measurement streams such as videos. Such a state…
math.LO2017
A Vietoris-Smale mapping theorem for the homotopy of hyperdefinable sets
Alessandro Achille, Alessandro Berarducci
Results of Smale (1957) and Dugundji (1969) allow to compare the homotopy groups of two topological spaces and whenever a map with strong connectivity conditions…