Even with gravity being "self interactive" can't we have stable particles ("gravitons"?) that behave like solitons do?
That said, an easier question to ponder (and many have tried) might be:
Do photons self-interact? With each other? In free space?
After thinking thru this question yourself, you might be more prepared to consider gravitons (=“spin-2 massless bosons”) ditto for me!