Open Talks:
"BN-Pool: a Bayesian Nonparametric Approach for Graph Pooling" Daniele Castellana
"xAI-Drop: Don’t Use What You Cannot Explain" Vincenzo Marco De Luca
"Edge-Wise Graph-Instructed Neural Networks for Regression on Graphs" Francesco Della Santa
"Network Science meets AI" Manuel Dileo
"What is going on with oversmoothing, oversquashing, and underreaching?" Federico Errica
"Let There be Direction in Hypergraph Neural Networks" Stefano Fiorini
"Over 100× Speedup in Relational Deep Learning via Static GNNs and Tabular Distillation" Antonio Longa
Posters:
"MaxCutPool: Differentiable Feature-Aware MAXCUT for Pooling in Graph Neural Networks" Carlo Abate
"NeuraGED: A GNN estimation for Graph–Edit Distance" Sara Bacconi
"Graphons: What, Why, How." Ben Cullen
"xAI-Drop: Don’t Use What You Cannot Explain" Vincenzo Marco De Luca
"Link Prediction with Physics-Inspired Graph Neural Networks" Andrea Giuseppe Di Francesco
"Tomorrow Brings Greater Knowledge: Large Language Models Join Dynamic Temporal Knowledge Graphs" Christian Di Maio
"Learning the Dynamics of Biological Networks with Deep Graph Networks" Alessandro Dipalma
"Adaptive Message Passing: learn to control oversquashing, oversmoothing, and underreaching" Federico Errica
"Let There be Direction in Hypergraph Neural Networks" Stefano Fiorini
"Early-Exit Graph Neural Networks" Andrea Giuseppe Di Francesco
"XAI and the Inductive Bias of Deep Graph Networks" Michele Fontanesi
"Graph Neural Re-Ranking via Corpus Graph" Christian Giannetti
"A Simple and Expressive Graph Neural Network Based Method for Structural Link Representation" Veronica Lachi
"Organic Molecule Generation using Latent Diffusion" Duccio Menconcelli
"A Comparison of Hyperbolic and Euclidean Graph Convolutional Architecures in Brain Connectivity Networks" Dionisia Naddeo
"Separation Power of Equivariant Neural Networks" Marco Pacini
"Is rewiring actually helpful in graph neural networks?" Domenico Tortorella
"Graphs, Context-Awareness, and Recommender Systems for Cultural Heritage Enhancement" Carmine Valentino
"Graph State-Space Models" Daniele Zambon
"Robustness of Graph Classification: failure modes, causes, and noise-resistant loss in Graph Neural Networks" Farooq Wani