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Francesco Di Giovanni

Observed names: DI GIOVANNI, Francesco, Di Giovanni, Francesco
ORCID: 0009-0004-2691-1379
Observed ORCID: 0009-0004-2691-1379
OpenAlex ID: A5088563202
Understanding over-squashing and bottlenecks on graphs via curvature
2021 · Topping, Jake, Di Giovanni, Francesco, et al. · arXiv (Cornell University) · 344
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Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
2022 · Cristian Bodnar, Francesco Di Giovanni, et al. · neural information processing systems · 104
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Understanding convolution on graphs via energies
2022 · Di Giovanni, Francesco, Rowbottom, James, et al. · arXiv (Cornell University) · 79
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Edge Directionality Improves Learning on Heterophilic Graphs
2023 · Rossi, Emanuele, Charpentier, Bertrand, et al. · arXiv (Cornell University) · 57
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On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology
2023 · Di Giovanni, Francesco, Giusti, Lorenzo, et al. · arXiv (Cornell University) · 51
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Locality-Aware Graph-Rewiring in GNNs
2023 · Barbero, Federico, Velingker, Ameya, et al. · arXiv (Cornell University) · 29
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Beltrami Flow and Neural Diffusion on Graphs
2021 · Chamberlain, Benjamin Paul, Rowbottom, James, et al. · arXiv (Cornell University) · 25
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Metric Flow Matching for Smooth Interpolations on the Data Manifold
2024 · Kacper Kapusniak, Peter Potaptchik, et al. · neural information processing systems · 24
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Understanding Virtual Nodes: Oversquashing and Node Heterogeneity
2024 · Southern, Joshua, Di Giovanni, Francesco, et al. · arXiv (Cornell University) · 17
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Heterogeneous manifolds for curvature-aware graph embedding
2022 · Di Giovanni, Francesco, Luise, Giulia, et al. · arXiv (Cornell University) · 15
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DRew: Dynamically Rewired Message Passing with Delay
2023 · Gutteridge, Benjamin, Dong, Xiaowen, et al. · Oxford University Research Archive (ORA) (University of Oxford) · 14
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Relaxed Equivariance via Multitask Learning
2024 · Elhag, Ahmed A., Rusch, T. Konstantin, et al. · arXiv (Cornell University) · 11
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A General Graph Spectral Wavelet Convolution via Chebyshev Order Decomposition
2024 · Liu, Nian, He, Xiaoxin, et al. · arXiv (Cornell University) · 5
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Rotationally symmetric Ricci flow on Rn+1
2021 · Francesco Di Giovanni · Advances in Mathematics · 5
Nesso-1: Accelerating Open-Source Binding Affinity Predictions
2026 · Nikhil Shenoy, David Errington, et al. · bioRxiv (Cold Spring Harbor Laboratory) · 3
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AquaGen: Scaling generative models to molecular dynamics precision on thousands of atoms
2026 · Bengio, Emmanuel, Raja, Sanjeev, et al. · arXiv (Cornell University) · 1
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Mediterranean diet, obesity, and liver steatosis: Clinical evidence and implications for gastroenterology practice
2026 · Ludovico Abenavoli, Giuseppe Guido Maria Scarlata, et al. · Best Practice & Research Clinical Gastroenterology
Clinical, Metabolic, and Virological Insights into Hepatitis C Virus-Infected Patients through the Combinatorial Metabolic Dysfunction-associated Steatotic Liver Disease Framework: Evidence from an Italian Cohort
2026 · Giuseppe Guido Maria Scarlata, Maria Luisa Gambardella, et al. · Journal of Gastrointestinal and Liver Diseases
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Can strong structural encoding reduce the importance of Message Passing?
2023 · Eijkelboom, Floor, Bekkers, Erik, et al. · arXiv (Cornell University)
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Convergence of Ricci flow solutions to Taub-NUT
2021 · Francesco Di Giovanni · Communications in Partial Differential Equations
SAGGI - Gli intermediari dell'e-commerce
2001 · Francesco Di Giovanni · CINECA IRIS Institutional Research Information System (University of Bari Aldo Moro)
Works count: 58
Citation count: 821
H-index: 12
I10-index: 13
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