Francesco Di Giovanni
9 papers · 2021–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (3) 🐝 Cross-Pollinator (4) 🗺️ Taxonomy Completionist (15) 🧭 Keyword Pioneer 🌉 Interdisciplinary Bridge
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Trend Setter
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Unstoppable
(5)
Conferences
ICLR (3)
ICML (3)
NIPS (3)
Top co-authors
Keywords
graph neural network
(3)
graph rewiring
(2)
message passing
(1)
trajectory inference
(1)
riemannian metric
(1)
graph topology
(1)
graph diffusion
(1)
generative model
(1)
node classification
(1)
positional encoding
(1)
skip connection
(1)
data manifold
(1)
message passing neural network
(1)
vanishing gradient
(1)
long-range interaction
(1)
cellular sheaf
(1)
graph bandwidth
(1)
neural diffusion
(1)
beltrami flow
(1)
non-euclidean diffusion
(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
NIPS 2024
On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology
ICML 2023
DRew: Dynamically Rewired Message Passing with Delay
ICML 2023
Understanding over-squashing and bottlenecks on graphs via curvature
ICLR 2022
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
NIPS 2022
Beltrami Flow and Neural Diffusion on Graphs
NIPS 2021