Solved by tom in post #2 
              
              
                I think the problem is less the nn.Sequential but that you are using plain Python dictionaries instead of nn.ModuleDict (there also is the nn.ModuleList). 
These are needed to make the assignment to the MTSCNNModel do the magic of finding all the parameters. 
Best regards 
Thomas