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Design Your Own Universe: A Physics-Informed Agnostic Method for Enhancing Graph Neural Networks
26 January 2024
Dai Shi
Andi Han
Lequan Lin
Yi Guo
Zhiyong Wang
Junbin Gao
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Papers citing
"Design Your Own Universe: A Physics-Informed Agnostic Method for Enhancing Graph Neural Networks"
6 / 6 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
Unleash Graph Neural Networks from Heavy Tuning
Lequan Lin
Dai Shi
Andi Han
Zhiyong Wang
Junbin Gao
AI4CE
27
2
0
21 May 2024
Mitigating Over-Smoothing and Over-Squashing using Augmentations of Forman-Ricci Curvature
Lukas Fesser
Melanie Weber
65
19
0
17 Sep 2023
Frameless Graph Knowledge Distillation
Dai Shi
Zhiqi Shao
Yi Guo
Junbin Gao
21
4
0
13 Jul 2023
Generalized energy and gradient flow via graph framelets
Andi Han
Dai Shi
Zhiqi Shao
Junbin Gao
70
13
0
08 Oct 2022
Label-Enhanced Graph Neural Network for Semi-supervised Node Classification
Le Yu
Leilei Sun
Bowen Du
T. Zhu
Weifeng Lv
30
14
0
31 May 2022
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