| 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 | 60 | 2023 |
| Simplicial attention neural networks L Giusti, C Battiloro, P Di Lorenzo, S Sardellitti, S Barbarossa arXiv preprint arXiv:2203.07485, 2022 | 26 | 2022 |
| 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 | 17 | 2023 |
| ’, 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 | 10 | 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 | 8 | 2022 |
| Generalized simplicial attention neural networks C Battiloro, L Testa, L Giusti, S Sardellitti, P Di Lorenzo, S Barbarossa arXiv preprint arXiv:2309.02138, 2023 | 6 | 2023 |
| Cin++: Enhancing topological message passing L Giusti, T Reu, F Ceccarelli, C Bodnar, P Liò arXiv preprint arXiv:2306.03561, 2023 | 6 | 2023 |
| 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 | 2 | 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 | 2 | 2022 |
| 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 | 1 | 2022 |
| Topological Neural Networks: Mitigating the Bottlenecks of Graph Neural Networks via Higher-Order Interactions L Giusti arXiv preprint arXiv:2402.06908, 2024 | | 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 | | 2024 |
| Neural Embeddings for Protein Graphs F Ceccarelli, L Giusti, SB Holden, P Liò arXiv preprint arXiv:2306.04667, 2023 | | 2023 |
