Contents  
1 Introduction  
2 Preliminaries  
3 Responsible Textual Generative Model  
4 Responsible Visual Generative Models  
5 Responsible Generative AI in Safety-critical Applications  
6 Challenges and Opportunities  
7 Conclusion  