Brexit can't just be undone. The UK would have to go through the full accession procedure. This would be much easier for the UK than for countries like Georgia, since the UK system hasn't diverged much, but the special agreements and exceptions the UK had would have be renegotiated from scratch.

Adding a new member state always requires unanimous consent from existing member states, for good and ill.