Francesco Di Giovanni
9 papers · 2021–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(16)
🔥
Unstoppable · Bronze
Venues
Top co-authors
Research topics
Keywords
graph neural network
(6)
graph rewiring
(4)
message passing
(3)
message passing neural network
(2)
trajectory inference
(1)
riemannian metric
(1)
graph topology
(1)
graph diffusion
(1)
generative model
(1)
spectral method
(1)
node classification
(1)
positional encoding
(1)
graph convolution
(1)
skip connection
(1)
data manifold
(1)
chebyshev polynomial
(1)
vanishing gradient
(1)
long-range interaction
(1)
cellular sheaf
(1)
virtual node
(1)
Papers
A General Graph Spectral Wavelet Convolution via Chebyshev Order Decomposition
ICML 2025
Understanding Virtual Nodes: Oversquashing and Node Heterogeneity
ICLR 2025
Locality-Aware Graph Rewiring in GNNs
ICLR 2024
Metric Flow Matching for Smooth Interpolations on the Data Manifold
NeurIPS 2024
DRew: Dynamically Rewired Message Passing with Delay
ICML 2023
On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology
ICML 2023
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
NeurIPS 2022
Understanding over-squashing and bottlenecks on graphs via curvature
ICLR 2022
Beltrami Flow and Neural Diffusion on Graphs
NeurIPS 2021