1 Introduction
2 Background
3 Integrating Causal Principles in DGMs
4 Identifying Causality via DGMs
5 Exploring Causality Within Large-Scale DGMs: An Emerging Frontier
6 Trustworthy Properties
7 Applications
8 Discussion
9 Conclusion