From the documentation it seems cross_entropy is just a nice shortcut and equivalent to log_softmax+nll_loss:

This criterion combines log_softmax and nll_loss in a single function.

I usually just use cross_entropy because it’s less code. But love to see someone point to their actual differences if any.