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Pierre Vandergheynst — most-cited papers & profile · Graph Learning
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overview
Pierre Vandergheynst
6
papers ·
17
citations ·
64
h-index
Haute École Pédagogique du Canton de Vaud · École Polytechnique Fédérale de Lausanne
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Most-cited papers
Geometry-Induced Diffusion on Graphs: A Learnable Weighted Laplacian for Spectral GNNs
2026
On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
2025
Top co-authors
Alessio Gravina
· 1
Ali Hariri
· 1
\'Alvaro Arroyo
· 1
Benjamin Gutteridge
· 1
Claudio Gallicchio
· 1
Federico Barbero
· 1
Mia Zosso
· 1
Michael Bronstein
· 1
Pierre-Gabriel Berlureau
· 1
Victor Kawasaki-Borruat
· 1
Xiaowen Dong
· 1
Topics
GNN Architectures
Theory & Expressivity