Open Talks & Posters

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