Lorenzo Giusti

According to our database, Lorenzo Giusti authored at least 22 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Decoder-Free Supervoxel GNN for Accurate Brain-Tumor Localization in Multi-Modal MRI.

Andrea Protani, Marc Molina Van De Bosch, Lorenzo Giusti, Heloisa Barbosa Da Silva, Paolo Cacace, Albert Sund Aillet, Miguel Ángel González Ballester, Friedhelm Hummel, Luigi Serio

CoRR, January, 2026

Learning Resilient Elections with Adversarial GNNs.

Hao Xiang Li, Yash Shah, Lorenzo Giusti

CoRR, January, 2026

2025

Federation of Agents: A Semantics-Aware Communication Fabric for Large-Scale Agentic AI.

Lorenzo Giusti, Ole Anton Werner, Riccardo Taiello, Matilde Carvalho Costa, Emre Tosun, Andrea Protani, Marc Molina, Rodrigo Lopes de Almeida, Paolo Cacace, Diogo Reis Santos, Luigi Serio

CoRR, September, 2025

A Secure and Trustworthy Federated Learning Platform as a Service Model for Stroke Management in European Clinical Centers.

Diogo Reis Santos, Albert Sund Aillet, Antonio Boiano, Marco Di Gennaro, Riccardo Taiello, Usevalad Milasheuski, Lorenzo Giusti, Matilde Carvalho Costa, Mattia Brambilla, Paolo Cacace, Rodrigo Lopes De Almeida, Simone Buranti, Alessandro E. C. Redondi, Michele Carminati, Monica Nicoli, Sanaz Kianoush, Stefano Savazzi, Stefano Zanero, Luigi Serio

IEEE Access, 2025

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

Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, 2025

Decoder-Free Supervoxel GNN for Accurate Brain-Tumor Localization in Multi-modal MRI.

Andrea Protani, Marc Molina Van De Bosch, Lorenzo Giusti, Heloisa Barbosa Da Silva, Paolo Cacace, Albert Sund Aillet, Friedhelm Hummel, Luigi Serio

Proceedings of the Reconstruction and Imaging Motion Estimation, and Graphs in Biomedical Image Analysis, 2025

The Interplay Between Explainability and Differential Privacy in Federated Healthcare.

Marc Molina Van De Bosch, Andrea Protani, Riccardo Taiello, Lorenzo Giusti, Matilde Carvalho Costa, Ioannis Stathopoulos, Efstathios P. Efstathopoulos, Diogo Reis Santos, Miguel Ángel González Ballester, Luigi Serio

Proceedings of the Bridging Regulatory Science and Medical Imaging Evaluation; and Distributed, Collaborative, and Federated Learning, 2025

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

Topological Neural Networks: Mitigating the Bottlenecks of Graph Neural Networks via Higher-Order Interactions.

Lorenzo Giusti

CoRR, 2024

Explainable Vision Transformers for Vein Biometric Recognition.

Rocco Albano, Lorenzo Giusti, Emanuele Maiorana, Patrizio Campisi

IEEE Access, 2024

Topological Message Passing for Higher - Order and Long - Range Interactions.

Lorenzo Giusti, Teodora Reu, Francesco Ceccarelli, Cristian Bodnar, Pietro Liò

Proceedings of the International Joint Conference on Neural Networks, 2024

Integrating Structure and Sequence: Protein Graph Embeddings via GNNs and LLMs.

Francesco Ceccarelli, Lorenzo Giusti, Sean B. Holden, Pietro Liò

Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods, 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

Proceedings of the IEEE International Conference on E-health Networking, 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, Luigi Serio

Proceedings of the IEEE International Conference on E-health Networking, 2024

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

Proceedings of the IEEE International Conference on E-health Networking, 2024

2023

Neural Embeddings for Protein Graphs.

Francesco Ceccarelli, Lorenzo Giusti, Sean B. Holden, Pietro Liò

CoRR, 2023

CIN++: Enhancing Topological Message Passing.

Lorenzo Giusti, Teodora Reu, Francesco Ceccarelli, Cristian Bodnar, Pietro Liò

CoRR, 2023

Cell Attention Networks.

Lorenzo Giusti, Claudio Battiloro, Lucia Testa, Paolo Di Lorenzo, Stefania Sardellitti, Sergio Barbarossa

Proceedings of the International Joint Conference on Neural Networks, 2023

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

Proceedings of the International Conference on Machine Learning, 2023

2022

Simplicial Attention Neural Networks.

Lorenzo Giusti, Claudio Battiloro, Paolo Di Lorenzo, Stefania Sardellitti, Sergio Barbarossa

CoRR, 2022

Graph Convolutional Networks With Autoencoder-Based Compression And Multi-Layer Graph Learning.

Lorenzo Giusti, Claudio Battiloro, Paolo Di Lorenzo, Sergio Barbarossa

Proceedings of the IEEE International Conference on Acoustics, 2022

MaRF: Representing Mars as Neural Radiance Fields.

Lorenzo Giusti, Josue Garcia, Steven Cozine, Darrick Suen, Christina Nguyen, Ryan Alimo

Proceedings of the Computer Vision - ECCV 2022 Workshops, 2022