There is a lightweight alternative to Backbone-relational here called backbone associate
https://github.com/rjz/backbone.associate
Also on their page they list for more control
https://github.com/pathable/supermodel
I'm not sure how they will play with r.js but it's definitely worth a shot, backbone.associate looks promising for you!