1.7k citations · 3.6k across the 34 of their papers we have counts for
3 papers · 1 filter
Residual Gated Graph ConvNets
Xavier Bresson, Thomas Laurent
Graph-structured data such as social networks, functional brain networks, gene regulatory networks, communications networks have brought the interest in generalizing deep learning…
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters
Ron Levie, Federico Monti, Xavier Bresson +1
The rise of graph-structured data such as social networks, regulatory networks, citation graphs, and functional brain networks, in combination with resounding success of deep learn…
Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks
Federico Monti, Michael M. Bronstein, Xavier Bresson
Matrix completion models are among the most common formulations of recommender systems. Recent works have showed a boost of performance of these techniques when introducing the pai…