Alessio Micheli

Theoretically Expressive and Edge-aware Graph Learning

2020 · arXiv (Cornell University)

We propose a new Graph Neural Network that combines recent advancements in the field. We give theoretical contributions by proving that the model is strictly more general than the Graph Isomorphism Network and the Gated …

Gated Echo State Networks: a preliminary study

2020

Gating mechanisms are widely used in the context of Recurrent Neural Networks (RNNs) to improve the network's ability to deal with long-term dependencies within the data. The typical approach for training such networks involves the …