I think I found the solution by myself.
For everyone struggling with the same problem:
You can use ModuleList 5. I my example, I can just append each encoder and the classifier to the ModuleList. Using this class, my “Main-Model” is aware of its submodels and for example the number of parameters is calculated correctly. I think there is a pretty good explanation of the concept here.