The Naval Air Warfare Center Weapons Division in China Lake, CA intends to sole source this requirement to Brown University in Providence, RI. The work involves a study to create a new mathematical theory connecting representation formulas with machine learning architectures, under a Base Year plus Two Option Years timeline. This is a notice of intent, not a request for competitive proposals, though firms believing they can fulfill the requirement may submit a written capability statement for consideration. Any responding firm must be actively registered in the System for Award Management (SAM). The performance location for the services is specified as involving Brown University.