Davide Bacciu

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 …

Graphgen-redux: a Fast and Lightweight Recurrent Model for labeled Graph Generation

2021

The problem of labeled graph generation is gaining attention in the Deep Learning community. The task is challenging due to the sparse and discrete nature of graph spaces. Several approaches have been proposed in the …