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03 RESEARCH FOUNDATIONS / CONCEPTS

Foundations

Build the conceptual foundation before moving into models, equations, and experiments.

02introductory articles
and counting
01
FOUNDATION / CONCEPT

Autoencoders and Graph Autoencoders

Understand autoencoders through encoding, latent representations, and reconstruction, then see how graph autoencoders use GNNs to learn node attributes and graph structure.

AEGAE自编码器图表示学习论文基础
2026-07-12↗
02
FOUNDATION / CONCEPT

What Is a GNN?

An introduction to graph neural networks through graph structure, neighborhood aggregation, message passing, and the shared logic behind GCN, GraphSAGE, and GAT.

GNN图神经网络消息传递论文基础
2026-07-11↗
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