Alessio Gravina

Can You Hear Me Now? A Benchmark for Long-Range Graph Propagation

A Sensitivity Analysis of State-Space Models on Graphs

Improving Long-Range Interactions in Graph Neural Simulators via Hamiltonian Dynamics

Return of ChebNet: Understanding and Improving an Overlooked GNN on Long Range Tasks

On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning

Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks

Graph Adaptive Autoregressive Moving Average Models

SONAR: Long-Range Graph Propagation Through Information Waves

GRAMA: Adaptive Graph Autoregressive Moving Average Models