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Chapter Metrics

This file contains chapter-by-chapter metrics.

Chapter Name Sections Diagrams Words
0 Chapter 0: Math and Programming Prerequisites 56 1 7,465
1 Chapter 1: Introduction to Graphs and Networks 55 1 8,815
2 Chapter 2: Graph Properties and Traditional ML Features 35 1 8,340
3 Chapter 3: Link Analysis and PageRank 26 2 8,063
4 Chapter 4: Node Embeddings: DeepWalk and node2vec 31 1 8,751
5 Chapter 5: Label Propagation and Semi-Supervised Learning 26 2 8,234
6 Chapter 6: GNN Foundations: Message Passing and GCN 31 3 8,727
7 Chapter 7: GNN Design Space: GraphSAGE and GAT 28 2 8,492
8 Chapter 8: GNN Training, Augmentation, and Practical Tips 37 2 9,304
9 Chapter 9: Theory of GNNs: Expressiveness and the WL Test 32 2 8,907
10 Chapter 10: Designing Powerful Encoders: GIN and Beyond 31 1 8,860
11 Chapter 11: Graph Transformers 32 0 8,762
12 Chapter 12: Knowledge Graph Embeddings 24 0 8,519
13 Chapter 13: Reasoning over Knowledge Graphs 25 0 7,487
14 Chapter 14: Knowledge Graph Foundation Models 22 1 7,987
15 Chapter 15: Heterogeneous Graphs 23 1 7,879
16 Chapter 16: GNNs for Recommender Systems 26 1 9,439
17 Chapter 17: Relational Deep Learning 19 1 8,428
18 Chapter 18: Community Structure in Networks 16 2 7,893
19 Chapter 19: Frequent Subgraph Mining 13 2 7,153
20 Chapter 20: Scaling GNNs to Billion-Node Graphs 15 2 7,969
21 Chapter 21: Deep Generative Models for Graphs 14 1 7,537
22 Chapter 22: Temporal and Dynamic Graphs 18 2 7,413
23 Chapter 23: LLMs and GNNs: Text-Attributed Graphs and Joint Training 19 2 7,693
24 Chapter 24: Advanced GNN Topics: In-Context Learning and Uncertainty 23 3 7,989
25 Chapter 25: Agents and Graphs 21 3 7,543
26 Chapter 26: Conclusion — The GNN Design Space and Open Problems 34 1 9,092

Metrics Explanation

  • Chapter: Chapter number (leading zeros removed)
  • Name: Chapter title from index.md
  • Sections: Count of H2 and H3 headers in chapter markdown files
  • Diagrams: Count of H4 headers starting with '#### Diagram:'
  • Words: Word count across all markdown files in the chapter