Before revision:  In this case, the learner first receives a dataset S drawn i.i.d. from an unknown distribution, and outputs a predictor w that performs well on unseen samples from that distribution.
After revision:  In this case, the learner first receives a dataset S drawn i.i.d. from an unknown distribution, and outputs a predictor w that performs well on unseen samples from the same distribution.