Guido F. Montúfar

12 papers A* 7Journal 4Unranked 1
YearRankTypeTitle / Venue / Authors
2024 A* conf
Benign overfitting in leaky ReLU networks with moderate input dimension.
NeurIPS
Kedar Karhadkar, Erin George, Michael Murray, Guido F. Montúfar, Deanna Needell
2024 A* conf
Bounds for the smallest eigenvalue of the NTK for arbitrary spherical data of arbitrary dimension.
NeurIPS
Kedar Karhadkar, Michael Murray, Guido F. Montúfar
2022 A* conf
On the Effectiveness of Persistent Homology.
NeurIPS
Renata Turkes, Guido F. Montúfar, Nina Otter
2022 A* conf
Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime.
NeurIPS
Benjamin Bowman, Guido F. Montúfar
2021 A* conf
Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks.
ICML
Quynh Nguyen, Marco Mondelli, Guido F. Montúfar
2021 A* conf
Weisfeiler and Lehman Go Cellular: CW Networks.
NeurIPS
Cristian Bodnar, Fabrizio Frasca, Nina Otter, Yuguang Wang, Pietro Liò, Guido F. Montúfar, Michael M. Bronstein
2021 A* conf
Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks.
ICML
Cristian Bodnar, Fabrizio Frasca, Yuguang Wang, Nina Otter, Guido F. Montúfar, Pietro Lió, Michael M. Bronstein
2015 J jnl
When Does a Mixture of Products Contain a Product of Mixtures?
SIAM J. Discret. Math.
Guido F. Montúfar, Jason Morton
2014 J jnl
Scaling of model approximation errors and expected entropy distances.
Kybernetika
Guido F. Montúfar, Johannes Rauh
2014 J jnl
Universal Approximation Depth and Errors of Narrow Belief Networks with Discrete Units.
Neural Comput.
Guido F. Montúfar
2013 J jnl
Universal Approximation Depth and Errors of Narrow Belief Networks with Discrete Units
CoRR
Guido F. Montúfar
2013 — conf
When Does a Mixture of Products Contain a Product of Mixtures?
ICLR (Workshop Poster)
Guido F. Montúfar, Jason Morton