Advancements in Simple Multigraph Convolution Networks by Xinjie Shen

 
Simple Multigraph
Convolution Networks
 
Xinjie Shen
South China University of Technology
 
This PPT
 
Simple Multigraph Convolution Networks
 
Existing multigraph convolution
methods still have difficult in
effectively solving the conflict
between 
effectiveness
 and 
efficiency
 
Simple Multigraph Convolution Networks
 
Previous methods
 
MGCN
 
PGCN
 
MIMO-GCN
 
Simple Multigraph Convolution Networks
 
Build Credible Graph
 
Edge-level
 
Subgraph-level
 
Edge voting from multigraph
 
SMGCN
 
5
 
Experiments
 
Thank You
 
6
 
Here are our codes
 
https://github.com/frinkleko/SMGCN
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Explore the latest innovations in simple multigraph convolution networks presented by Xinjie Shen from South China University of Technology. The research evaluates existing methods, such as PGCN, MGCN, and MIMO-GCN, and introduces novel techniques for building credible graphs through subgraph-level and edge-level voting from multigraphs. Detailed experiments and code resources are also shared for further exploration and implementation.

  • Convolution Networks
  • Multigraph
  • Xinjie Shen
  • South China University
  • Graph Learning

Uploaded on Jul 01, 2024 | 5 Views


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  1. This PPT Simple Multigraph Convolution Networks Xinjie Shen South China University of Technology

  2. Simple Multigraph Convolution Networks Existing multigraph convolution methods still have difficult in effectively solving the conflict between effectiveness and efficiency

  3. Simple Multigraph Convolution Networks Previous methods PGCN MGCN MIMO-GCN

  4. Simple Multigraph Convolution Networks Build Credible Graph Subgraph-level Edge-level Edge voting from multigraph

  5. SMGCN Experiments 5

  6. Thank You Here are our codes https://github.com/frinkleko/SMGCN 6

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