Chapter 7 Scalable Graph Neural Networks

Introduction

Graph Neural Networks suffer from severe scalability issue, which prevents them from being adapted to large-scale graphs.

Contents

1. Node-wise Sampling based Methods

2. Layer-wise Sampling based Methods

3. Subgraph-wise Sampling based Methods

4. Conclusion

5. Further Reading