289 citations · 1.7k across the 90 of their papers we have counts for
3 papers · 1 filter
On the Stability of Deep Networks
Raja Giryes, Guillermo Sapiro, Alex M. Bronstein
In this work we study the properties of deep neural networks (DNN) with random weights. We formally prove that these networks perform a distance-preserving embedding of the data. B…
Random Forests Can Hash
Qiang Qiu, Guillermo Sapiro, Alex Bronstein
Hash codes are a very efficient data representation needed to be able to cope with the ever growing amounts of data. We introduce a random forest semantic hashing scheme with infor…
Graph matching: relax or not?
Yonathan Aflalo, Alex Bronstein, Ron Kimmel
We consider the problem of exact and inexact matching of weighted undirected graphs, in which a bijective correspondence is sought to minimize a quadratic weight disagreement. This…