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From Coupled Oscillators to Graph Neural Networks: Reducing
  Over-smoothing via a Kuramoto Model-based Approach

From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach

6 November 2023
Tuan Nguyen
Hirotada Honda
Takashi Sano
Vinh-Tiep Nguyen
Shugo Nakamura
Tan-Minh Nguyen
ArXivPDFHTML

Papers citing "From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach"

4 / 4 papers shown
Title
Transformer Meets Twicing: Harnessing Unattended Residual Information
Laziz U. Abdullaev
Tan M. Nguyen
37
2
0
02 Mar 2025
Artificial Kuramoto Oscillatory Neurons
Artificial Kuramoto Oscillatory Neurons
Takeru Miyato
Sindy Lowe
Andreas Geiger
Max Welling
AI4CE
67
6
0
17 Feb 2025
Understanding Oversmoothing in GNNs as Consensus in Opinion Dynamics
Understanding Oversmoothing in GNNs as Consensus in Opinion Dynamics
Keqin Wang
Yulong Yang
Ishan Saha
Christine Allen-Blanchette
49
1
0
31 Jan 2025
Geom-GCN: Geometric Graph Convolutional Networks
Geom-GCN: Geometric Graph Convolutional Networks
Hongbin Pei
Bingzhen Wei
Kevin Chen-Chuan Chang
Yu Lei
Bo Yang
GNN
167
1,058
0
13 Feb 2020
1