MaRF: Representing Mars as Neural Radiance Fields. - Lorenzo Giusti; Josue Garcia; Steven Cozine; Darrick Suen; Christina Nguyen; Ryan Alimo (ECCV Workshops (1), 2022)

Graph Convolutional Networks With Autoencoder-Based Compression And Multi-Layer Graph Learning. - Lorenzo Giusti; Claudio Battiloro; Paolo Di Lorenzo; Sergio Barbarossa (ICASSP, 2022)

Simplicial Attention Neural Networks. - Lorenzo Giusti; Claudio Battiloro; Paolo Di Lorenzo; Stefania Sardellitti; Sergio Barbarossa (CoRR, 2022)

On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology. - Francesco Di Giovanni; Lorenzo Giusti; Federico Barbero; Giulia Luise; Pietro Lio; Michael M. Bronstein (ICML, 2023)

Cell Attention Networks. - Lorenzo Giusti; Claudio Battiloro; Lucia Testa; Paolo Di Lorenzo; Stefania Sardellitti; Sergio Barbarossa (IJCNN, 2023)

CIN++: Enhancing Topological Message Passing. - Lorenzo Giusti; Teodora Reu; Francesco Ceccarelli; Cristian Bodnar; Pietro Liò (CoRR, 2023)

Neural Embeddings for Protein Graphs. - Francesco Ceccarelli; Lorenzo Giusti; Sean B. Holden; Pietro Liò (CoRR, 2023)

Towards Explainable Graph Neural Networks for Neurological Evaluation on EEG Signals. - Andrea Protani; Lorenzo Giusti; Chiara Iacovelli; Albert Sund Aillet; Diogo Reis Santos; Giuseppe Reale; Aurelia Zauli; Marco Moci; Marta Garbuglia; Pierpaolo Brutti; Pietro Caliandro; Luigi Serio (HealthCom, 2024)

A Federated Learning Platform as a Service for Advancing Stroke Management in European Clinical Centers. - Diogo Reis Santos; Albert Sund Aillet; Antonio Boiano; Usevalad Milasheuski; Lorenzo Giusti; Marco Di Gennaro; Sanaz Kianoush; Luca Barbieri; Monica Nicoli; Michele Carminati; Alessandro E. C. Redondi; Stefano Savazzi; et al. (HealthCom, 2024)

Feasibility Analysis of Federated Neural Networks for Explainable Detection of Atrial Fibrillation. - Diogo Reis Santos; Andrea Protani; Lorenzo Giusti; Albert Sund Aillet; Pierpaolo Brutti; Luigi Serio (HealthCom, 2024)

Integrating Structure and Sequence: Protein Graph Embeddings via GNNs and LLMs. - Francesco Ceccarelli; Lorenzo Giusti; Sean B. Holden; Pietro Liò (ICPRAM, 2024)

Topological Message Passing for Higher - Order and Long - Range Interactions. - Lorenzo Giusti; Teodora Reu; Francesco Ceccarelli; Cristian Bodnar; Pietro Liò (IJCNN, 2024)

Explainable Vision Transformers for Vein Biometric Recognition. - Rocco Albano; Lorenzo Giusti; Emanuele Maiorana; Patrizio Campisi (IEEE Access, 2024)

Topological Neural Networks: Mitigating the Bottlenecks of Graph Neural Networks via Higher-Order Interactions. - Lorenzo Giusti (CoRR, 2024)

Generalized Simplicial Attention Neural Networks. - Claudio Battiloro; Lucia Testa; Lorenzo Giusti; Stefania Sardellitti; Paolo Di Lorenzo; Sergio Barbarossa (IEEE Trans. Signal Inf. Process. over Networks, 2024)

Federated GNNs for EEG-Based Stroke Assessment. - Andrea Protani; Lorenzo Giusti; Albert Sund Aillet; Simona Sacco; Paolo Manganotti; Lucio Marinelli; Diogo Reis Santos; Pierpaolo Brutti; Pietro Caliandro; Luigi Serio (UniReps, 2025)