On over-squashing in message passing neural networks: The impact of width, depth, and topology F Di Giovanni, L Giusti, F Barbero, G Luise, P Lio, MM Bronstein International Conference on Machine Learning, 7865-7885, 2023 | 125 | 2023 |
Cell attention networks L Giusti, C Battiloro, L Testa, P Di Lorenzo, S Sardellitti, S Barbarossa 2023 International Joint Conference on Neural Networks (IJCNN), 1-8, 2023 | 36 | 2023 |
Simplicial attention neural networks L Giusti, C Battiloro, P Di Lorenzo, S Sardellitti, S Barbarossa arXiv preprint arXiv:2203.07485, 2022 | 34 | 2022 |
Generalized simplicial attention neural networks C Battiloro, L Testa, L Giusti, S Sardellitti, P Di Lorenzo, S Barbarossa IEEE Transactions on Signal and Information Processing over Networks, 2024 | 19 | 2024 |
Simplicial attention networks L Giusti, C Battiloro, P Di Lorenzo, S Sardellitti, S Barbarossa Preprint, 2022 | 13 | 2022 |
’, and Michael Bronstein F Di Giovanni, L Giusti, F Barbero, G Luise, P Lio On over-squashing in message passing neural networks: The impact of width …, 2023 | 12 | 2023 |
Surfing on the neural sheaf J Suk, L Giusti, T Hemo, M Lopez, K Barmpas, C Bodnar NeurIPS 2022 Workshop on Symmetry and Geometry in Neural Representations, 2022 | 12 | 2022 |
Cin++: Enhancing topological message passing L Giusti, T Reu, F Ceccarelli, C Bodnar, P Liò arXiv preprint arXiv:2306.03561, 2023 | 10 | 2023 |
Marf: Representing mars as neural radiance fields L Giusti, J Garcia, S Cozine, D Suen, C Nguyen, R Alimo European Conference on Computer Vision, 53-65, 2022 | 4 | 2022 |
Beyond erdos-renyi: Generalization in algorithmic reasoning on graphs DG Georgiev, P Lio, J Bachurski, J Chen, T Shi, L Giusti The Second Learning on Graphs Conference, 2023 | 3 | 2023 |
Graph Convolutional Networks With Autoencoder-Based Compression And Multi-Layer Graph Learning L Giusti, C Battiloro, P Di Lorenzo, S Barbarossa ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 3 | 2022 |
Explainable Vision Transformers for Vein Biometric Recognition R Albano, L Giusti, E Maiorana, P Campisi IEEE Access, 2024 | 1 | 2024 |
Integrating Structure and Sequence: Protein Graph Embeddings via GNNs and LLMs F Ceccarelli, L Giusti, S Holden, P Liò SCITEPRESS-Science and Technology Publications, 2024 | 1 | 2024 |
Neural Embeddings for Protein Graphs F Ceccarelli, L Giusti, SB Holden, P Liò arXiv preprint arXiv:2306.04667, 2023 | 1 | 2023 |
Federated GNNs for EEG-Based Stroke Assessment A Protani, L Giusti, AS Aillet, C Iacovelli, G Reale, S Sacco, P Manganotti, ... arXiv preprint arXiv:2411.02286, 2024 | | 2024 |
Feasibility Analysis of Federated Neural Networks for Explainable Detection of Atrial Fibrillation DR Santos, A Protani, L Giusti, AS Aillet, P Brutti, L Serio arXiv preprint arXiv:2410.19781, 2024 | | 2024 |
A Federated Learning Platform as a Service for Advancing Stroke Management in European Clinical Centers DR Santos, AS Aillet, A Boiano, U Milasheuski, L Giusti, M Di Gennaro, ... arXiv preprint arXiv:2410.13869, 2024 | | 2024 |
Feasibility Analysis of Federated Neural Networks for Explainable Detection of Atrial Fibrillation D Reis Santos, A Protani, L Giusti, A Sund Aillet, P Brutti, L Serio arXiv e-prints, arXiv: 2410.19781, 2024 | | 2024 |
A Federated Learning Platform as a Service for Advancing Stroke Management in European Clinical Centers D Reis Santos, A Sund Aillet, A Boiano, U Milasheuski, L Giusti, ... arXiv e-prints, arXiv: 2410.13869, 2024 | | 2024 |
arXiv: Towards Explainable Graph Neural Networks for Neurological Evaluation on EEG Signals A Protani, M Moci, G Reale, DR Santos, M Garbuglia, L Serio, P Brutti, ... | | 2024 |