Guido F Montufar

Guido F Montufar

University of California Los Angeles - Los Angeles / United States
Natural Sciences / Mathematical Sciences
AD Scientific Index ID: 1768642
University of California
person_outline Guido F Montufar's MOST POPULAR ARTICLES
1-) On the number of linear regions of deep neural networksGF Montufar, R Pascanu, K Cho, Y BengioAdvances in neural information processing systems 27, 201412072014
2-) On the number of response regions of deep feed forward networks with piece-wise linear activationsR Pascanu, G Montufar, Y BengioInternational Conference on Learning Representations (ICLR) 2014, Banff …, 20132662013
3-) Weisfeiler and lehman go cellular: Cw networksC Bodnar, F Frasca, N Otter, YG Wang, P Liò, GF Montufar, M BronsteinAdvances in Neural Information Processing Systems (NeurIPS) 35, 20213172021
4-) Weisfeiler and lehman go topological: Message passing simplicial networksC Bodnar, F Frasca, YG Wang, N Otter, G Montúfar, P Lio, M Bronstein38th International Conference on Machine Learning (ICML), 1026-1037, 20213152021
5-) Refinements of universal approximation results for deep belief networks and restricted Boltzmann machinesG Montufar, N AyNeural computation 23 (5), 1306-1319, 20111212011