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2212.02374
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On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks
5 December 2022
Jhony H. Giraldo
Konstantinos Skianis
T. Bouwmans
Fragkiskos D. Malliaros
Re-assign community
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Papers citing
"On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks"
7 / 7 papers shown
Title
When Graph Neural Networks Meet Dynamic Mode Decomposition
Dai Shi
Lequan Lin
Andi Han
Zhiyong Wang
Yi Guo
Junbin Gao
AI4CE
23
0
0
08 Oct 2024
Joint Graph Rewiring and Feature Denoising via Spectral Resonance
Jonas Linkerhagner
Cheng Shi
Ivan Dokmanić
31
0
0
13 Aug 2024
Revisiting Random Walks for Learning on Graphs
Jinwoo Kim
Olga Zaghen
Ayhan Suleymanzade
Youngmin Ryou
Seunghoon Hong
51
0
0
01 Jul 2024
Asynchronous Graph Generator
Christopher P. Ley
Felipe Tobar
AI4TS
35
0
0
29 Sep 2023
Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting
G. Liang
Prayag Tiwari
Sławomir Nowaczyk
Stefan Byttner
F. Alonso-Fernandez
DiffM
12
11
0
16 May 2023
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
Multi-scale Attributed Node Embedding
Benedek Rozemberczki
Carl Allen
Rik Sarkar
GNN
145
828
0
28 Sep 2019
1