The Royal Holloway in Egham, the University of London and the University for the Creative Arts will pool resources.
The Civic Agreement will work on tackling health inequality in the county, as well as green initiatives and the economy.
Details have been set out in a 32-page formal document which defines their shared priorities, programmes of work and future ambitions.