Ok so I tried doing this and I get the following error:
cc1plus: error: unrecognized command line option "-std=c++11"
My ~/.R/Makevars file looks like this:
CXXFLAGS=-O3 -mtune=native -march=native -Wno-unused-variable -Wno-unused-function
CXXFLAGS += -std=c++11