Guido Montúfar

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Publications

Citations

1.9K

H-Index

Active since

2010

Affiliations

Max Planck Institute for Mathematics in the Sciences(Current)

Max Planck Institute for Mathematics

University of California, Los Angeles

Santa Fe Institute

Leipzig University

Guido Montúfar is an author at Max Planck Institute for Mathematics in the Sciences specializing in computer science, computing, and machine learning.

ORCID

Publications per year

2010–2022

Publications

On the Number of Linear Regions of Deep Neural Networks

Guido Montúfar, Razvan Pascanu, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 572 citations · Full text

Computing, Computer Science, Algorithms +15

On the Number of Linear Regions of Deep Neural Networks

Guido Montúfar, Razvan Pascanu, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 488 citations · Full text

Computing, Computer Science, Algorithms +15

On the number of response regions of deep feed forward networks with piece-wise linear activations

Razvan Pascanu, Guido Montúfar, Yoshua Bengio · arXiv (Cornell University) · 2013 · 126 citations · Full text

Computing, Computer Engineering, Computer Science +14

Refinements of Universal Approximation Results for Deep Belief Networks and Restricted Boltzmann Machines

Guido Montúfar, Nihat Ay · Neural Computation · 2011 · 94 citations

Computing, Computer Science, Mathematics +14

Natural gradient via optimal transport

Wuchen Li, Guido Montúfar · Information Geometry · 2018 · 65 citations

Natural Sciences, Mathematics, Optimization +8

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