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Andrea Cavallo
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2-hop neighbor class similarity (2ncs): A graph structural metric indicative of graph neural network performance
A Cavallo, C Grohnfeldt, M Russo, G Lovisotto, L Vassio
arXiv preprint arXiv:2212.13202, 2022
162022
GCNH: A simple method for representation learning on heterophilous graphs
A Cavallo, C Grohnfeldt, M Russo, G Lovisotto, L Vassio
2023 International Joint Conference on Neural Networks (IJCNN), 1-8, 2023
152023
Exploring Temporal GNN Embeddings for Darknet Traffic Analysis
L Gioacchini, A Cavallo, M Mellia, L Vassio
Proceedings of the 2nd on Graph Neural Networking Workshop 2023, 31-36, 2023
62023
Spatiotemporal covariance neural networks
A Cavallo, M Sabbaqi, E Isufi
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2024
32024
An innovative artificial intelligence-based method to compress complex models into explainable, model-agnostic and reduced decision support systems with application to …
K Kassem, M Sperti, A Cavallo, AM Vergani, D Fassino, M Moz, A Liscio, ...
Artificial Intelligence in Medicine 151, 102841, 2024
32024
Higher-order topological directionality and directed simplicial neural networks
M Lecha, A Cavallo, F Dominici, E Isufi, C Battiloro
arXiv preprint arXiv:2409.08389, 2024
22024
Sparse Covariance Neural Networks
A Cavallo, Z Gao, E Isufi
arXiv preprint arXiv:2410.01669, 2024
12024
Fair CoVariance Neural Networks
A Cavallo, M Navarro, S Segarra, E Isufi
arXiv preprint arXiv:2409.08558, 2024
12024
ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain
G Bernárdez, L Telyatnikov, M Montagna, F Baccini, M Papillon, ...
arXiv preprint arXiv:2409.05211, 2024
12024
Detecting Edge and Node Anomalies with Temporal GNNs
A Cavallo, L Gioacchini, L Vassio, M Mellia
Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop, 7-13, 2024
2024
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