They will stay in your experimental sample for analysis so long as they saw the experiment at least once (e.g. they are still counted as part of the dashboard results).
However, our feature evaluation is always done on the fly. If a user returns to an experiment check in your code and their attributes no longer match the targeting attributes, then they don't match the targeting and won't get the experiment value!