this work we examine how the linear maps induced by data points correlate for untrained network architectures in the NASA bench 201 search space and motivate how this can be used to give a measure of modeling flexibility which is highly indicative of a network strained performance we incorporate this measure into a simple algorithm that allows us to search for powerful networks without any training in a matter of seconds on a single GPU okay and they have the code available right here if you want to go and check that out so let's go in let's