Could you explain what “not being loaded properly” means?
Are you checking the parameters before saving and after loading and see differences?
Also, note that forward-compatibility is not supported. I.e. saving a model in a newer PyTorch release and loading in an older might fail (the other way should work), so could you update both PyTorch installation to the latest release?