That phenomenon isn't specific to physics or deep learning. Academic papers are more and more of a joke these days. Sure there's plenty of good work being done too, but its be buried in a pile of poorly done research and deceiving statistics that are written only to chase funding and/or recognition for the author (promotions, graduation, jobs, etc).