WA3a: Understanding Graph Neural Networks
Wed, 30 Oct, 08:15 - 09:55 PT (UTC -8)
Location: Scripps
Session Type: Lecture
Session Chair: Luana Ruiz, Johns Hopkins University
Track: Networks and Graphs
Wed, 30 Oct, 08:15 - 08:40 PT (UTC -8)

WA3a.1: Graph Signal Representations

José M. F. Moura, Carnegie Mellon University, United States
Wed, 30 Oct, 08:40 - 09:05 PT (UTC -8)

WA3a.2: Graph-tuple neural networks and their graphon limits.

Mauricio Velasco, Universidad Catolica del Uruguay (UCU), Uruguay; Soledad Villar, Kaiying Xie, Johns Hopkins University (JHU), United States; Bernardo Rychtenberg, Universidad Catolica del Uruguay (UCU), United States
Wed, 30 Oct, 09:05 - 09:30 PT (UTC -8)

WA3a.3: Seeking universal approximation for continuous counterparts of GNNs on large random graphs

Matthieu Cordonnier, Université Grenobles Alpes, France; Nicolas Keriven, CNRS, IRISA, France; Nicolas Tremblay, CNRS, Gipsa-lab, France; Samuel Vaiter, CNRS, LJAD, France
Wed, 30 Oct, 09:30 - 09:55 PT (UTC -8)

WA3a.4: Generalization of Geometric Graph Neural Networks

Zhiyang Wang, Juan Cervino, Alejandro Ribeiro, University of Pennsylvania, United States