the resident 50 architecture and how this is state VR compared to previous works trying to achieve weekly supervised learning at the same model capacity then you can see the head-to-head comparison with their previous work on you know label engineering the week supervised learning and sort of you do see how the accuracy starts to saturate at the further model capacity of the Residex architecture another really interesting characteristic of this framework is success on transfer learning so when they transfer this pre trained model