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Lorenzo Giusti
Lorenzo Giusti
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Title
Cited by
Cited by
Year
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
442023
Simplicial attention neural networks
L Giusti, C Battiloro, P Di Lorenzo, S Sardellitti, S Barbarossa
arXiv preprint arXiv:2203.07485, 2022
162022
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
142023
’, and Michael Bronstein. 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
Proceedings of the 40th International Conference on Machine Learning, 2023
92023
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
72022
CIN++: Enhancing Topological Message Passing
L Giusti, T Reu, F Ceccarelli, C Bodnar, P Liņ
arXiv preprint arXiv:2306.03561, 2023
42023
Generalized simplicial attention neural networks
C Battiloro, L Testa, L Giusti, S Sardellitti, P Di Lorenzo, S Barbarossa
arXiv preprint arXiv:2309.02138, 2023
32023
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
12023
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
12022
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
12022
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
2024
Neural Embeddings for Protein Graphs
F Ceccarelli, L Giusti, SB Holden, P Liņ
arXiv preprint arXiv:2306.04667, 2023
2023
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Articles 1–13