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Quasi-Framelets: Another Improvement to GraphNeural Networks

Quasi-Framelets: Another Improvement to GraphNeural Networks

International Journal of Machine Learning and Cybernetics (IJMLC), 2022
11 January 2022
Mengxi Yang
Xuebin Zheng
Jie Yin
Junbin Gao
    GNN
ArXiv (abs)PDFHTML

Papers citing "Quasi-Framelets: Another Improvement to GraphNeural Networks"

7 / 7 papers shown
Design Your Own Universe: A Physics-Informed Agnostic Method for
  Enhancing Graph Neural Networks
Design Your Own Universe: A Physics-Informed Agnostic Method for Enhancing Graph Neural NetworksInternational Journal of Machine Learning and Cybernetics (IJMLC), 2024
Dai Shi
Andi Han
Lequan Lin
Yi Guo
Zhiyong Wang
Junbin Gao
312
10
0
26 Jan 2024
Unifying over-smoothing and over-squashing in graph neural networks: A
  physics informed approach and beyond
Unifying over-smoothing and over-squashing in graph neural networks: A physics informed approach and beyond
Zhiqi Shao
Dai Shi
Andi Han
Yi Guo
Qianchuan Zhao
Junbin Gao
312
19
0
06 Sep 2023
How Curvature Enhance the Adaptation Power of Framelet GCNs
How Curvature Enhance the Adaptation Power of Framelet GCNs
Dai Shi
Yi Guo
Zhiqi Shao
Junbin Gao
209
18
0
19 Jul 2023
Frameless Graph Knowledge Distillation
Frameless Graph Knowledge DistillationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Dai Shi
Zhiqi Shao
Yi Guo
Junbin Gao
218
4
0
13 Jul 2023
Revisiting Generalized p-Laplacian Regularized Framelet GCNs:
  Convergence, Energy Dynamic and Training with Non-Linear Diffusion
Revisiting Generalized p-Laplacian Regularized Framelet GCNs: Convergence, Energy Dynamic and Training with Non-Linear Diffusion
Dai Shi
Zhiqi Shao
Yi Guo
Qianchuan Zhao
Junbin Gao
330
2
0
25 May 2023
A Magnetic Framelet-Based Convolutional Neural Network for Directed
  Graphs
A Magnetic Framelet-Based Convolutional Neural Network for Directed GraphsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Lequan Lin
Junbin Gao
GNN
312
18
0
20 Oct 2022
Generalized energy and gradient flow via graph framelets
Generalized energy and gradient flow via graph framelets
Andi Han
Dai Shi
Zhiqi Shao
Junbin Gao
311
16
0
08 Oct 2022
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