Didn't know about Randomized rounding. Is there any solver with built-in support for that? To turn a strong NLP solver into a fast but approximate MINLP solver?
Not necessarily randomized rounding in particular, but many solvers use rounding methods internally e.g. as part of a feasibility pump. Minotaur and SCIP definitely do this.