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FoSR: First-order spectral rewiring for addressing oversquashing in GNNs

FoSR: First-order spectral rewiring for addressing oversquashing in GNNs

21 October 2022
Kedar Karhadkar
P. Banerjee
Guido Montúfar
ArXivPDFHTML

Papers citing "FoSR: First-order spectral rewiring for addressing oversquashing in GNNs"

6 / 6 papers shown
Title
Joint Graph Rewiring and Feature Denoising via Spectral Resonance
Joint Graph Rewiring and Feature Denoising via Spectral Resonance
Jonas Linkerhagner
Cheng Shi
Ivan Dokmanić
33
0
0
13 Aug 2024
How Universal Polynomial Bases Enhance Spectral Graph Neural Networks:
  Heterophily, Over-smoothing, and Over-squashing
How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing
Keke Huang
Yu Guang Wang
Ming Li
Pietro Lió
35
16
0
21 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network
Conditional Shift-Robust Conformal Prediction for Graph Neural Network
Akansha Agrawal
UQCV
43
1
0
20 May 2024
Supervised Attention Using Homophily in Graph Neural Networks
Supervised Attention Using Homophily in Graph Neural Networks
Michail Chatzianastasis
Giannis Nikolentzos
Michalis Vazirgiannis
GNN
6
0
0
11 Jul 2023
Revisiting Over-smoothing and Over-squashing Using Ollivier-Ricci
  Curvature
Revisiting Over-smoothing and Over-squashing Using Ollivier-Ricci Curvature
K. Nguyen
Hieu Nong
T. Nguyen
Nhat Ho
Khuong N. Nguyen
Vinh Phu Nguyen
13
61
0
28 Nov 2022
Representation Learning on Graphs with Jumping Knowledge Networks
Representation Learning on Graphs with Jumping Knowledge Networks
Keyulu Xu
Chengtao Li
Yonglong Tian
Tomohiro Sonobe
Ken-ichi Kawarabayashi
Stefanie Jegelka
GNN
226
1,726
0
09 Jun 2018
1