Guido F. Montúfar

Publication Activity (10 Years)

Years Active: 2013-2022
Publications (10 Years): 5

Top Topics

Mixtures Of Gaussians

Probabilistic Inference

Product Descriptions

Belief Networks

Top Venues

SIAM J. Discret. Math.

Publications

Benjamin Bowman, Guido F. Montúfar
Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime. NeurIPS (2022)
Renata Turkes, Guido F. Montúfar, Nina Otter
On the Effectiveness of Persistent Homology. NeurIPS (2022)
Cristian Bodnar, Fabrizio Frasca, Nina Otter, Yuguang Wang, Pietro Liò, Guido F. Montúfar, Michael M. Bronstein
Weisfeiler and Lehman Go Cellular: CW Networks. NeurIPS (2021)
Quynh Nguyen, Marco Mondelli, Guido F. Montúfar
Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks. ICML (2021)
Cristian Bodnar, Fabrizio Frasca, Yuguang Wang, Nina Otter, Guido F. Montúfar, Pietro Lió, Michael M. Bronstein
Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks. ICML (2021)
Guido F. Montúfar, Jason Morton
When Does a Mixture of Products Contain a Product of Mixtures? SIAM J. Discret. Math. 29 (1) (2015)
Guido F. Montúfar
Universal Approximation Depth and Errors of Narrow Belief Networks with Discrete Units. Neural Comput. 26 (7) (2014)
Guido F. Montúfar, Johannes Rauh, Nihat Ay
On the Fisher Metric of Conditional Probability Polytopes. Entropy 16 (6) (2014)
Guido F. Montúfar, Razvan Pascanu, Kyunghyun Cho, Yoshua Bengio
On the Number of Linear Regions of Deep Neural Networks. CoRR (2014)
Guido F. Montúfar, Razvan Pascanu, KyungHyun Cho, Yoshua Bengio
On the Number of Linear Regions of Deep Neural Networks. NIPS (2014)
Guido F. Montúfar, Johannes Rauh
Scaling of model approximation errors and expected entropy distances. Kybernetika 50 (2) (2014)
Guido F. Montúfar
Universal Approximation Depth and Errors of Narrow Belief Networks with Discrete Units CoRR (2013)
Guido F. Montúfar, Jason Morton
When Does a Mixture of Products Contain a Product of Mixtures? ICLR (Workshop Poster) (2013)