If you have quick release wheels and a quick release seatpost, two trips may be easier than one (your knees may disagree).

Even removing just the front wheel may lighten things enough, or remove some bulk.

Folding bikes tend to be just as heavy as non-folding bikes, and sometimes heavier.

Also, a couple of types of straps may be helpful: