Montufar, Guido F

9 publications

NeurIPS 2022 On the Effectiveness of Persistent Homology Renata Turkes, Guido F. Montufar, Nina Otter

NeurIPS 2022 Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime Benjamin Bowman, Guido F. Montufar

NeurIPS 2021 On the Expected Complexity of Maxout Networks Hanna Tseran, Guido F. Montufar

ICML 2021 Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks Quynh Nguyen, Marco Mondelli, Guido F Montufar

NeurIPS 2021 Weisfeiler and Lehman Go Cellular: CW Networks Cristian Bodnar, Fabrizio Frasca, Nina Otter, Yuguang Wang, Pietro Liò, Guido F. Montufar, Michael Bronstein

ICML 2021 Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks Cristian Bodnar, Fabrizio Frasca, Yuguang Wang, Nina Otter, Guido F Montufar, Pietro Lió, Michael Bronstein

NeurIPS 2014 On the Number of Linear Regions of Deep Neural Networks Guido F. Montufar, Razvan Pascanu, Kyunghyun Cho, Yoshua Bengio

ICLR 2013 When Does a Mixture of Products Contain a Product of Mixtures? Guido F. Montúfar, Jason Morton

NeurIPS 2011 Expressive Power and Approximation Errors of Restricted Boltzmann Machines Guido F. Montufar, Johannes Rauh, Nihat Ay