The Scholarly Communications guide's page about Open Access Support at JHU provides a list of publishers that offer various kinds of APC waivers and discounts to JHU authors.

Unfortunately, the JH Libraries Open Access Promotion Fund (OAPF) closed in January 2015, due to a higher demand than the library could accommodate so the library no longer provides funding to authors.