It really has not, though. There is more to physics than high-energy and cosmology, and there is no shortage of deserving contributions of smaller scope. It really is bizarre that deep learning would make it to the top of the list.
My point was that physics is a big and active field, stagnation at the smallest and largest scales notwithstanding. Note also that the Nobel committee is not in any way limited to "newsworthy" stuff and has in many cases awarded prizes decades after the fact.