Quite a few prominent EU figures have said they think it can be reversed quite easily. I imagine it gets harder the more negotiation has actually been done though, because especially if Theresa May takes her attitude to them there'll be increasing numbers of burning bridges behind her.

The EU want us to stay though, so at the moment I think a reversal would be quite painless. In a year's time, maybe not.