Hey Juan, thx for replying!
You gave me a very good insight,  I just checked whether self.v_short was a leaf node and it is! 

However, requires_grad for v is still False.

Unfortunately it has to be a nn.Module because it’s part of a bigger framework that I’m modifying.
So, I’m stuck again and I don’t know what is wrong!