Göpfert, Christina ; Ben-David, Shai; Bousquet, Olivier; Gelly, Sylvai; Tolstikhin, Ilya; Urner, Ruth: When can unlabeled data improve the learning rate?. 2019

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Supervised and semi-supervised rates

Notation
Learning Rates
Concepts of unlabeled data helping
Related work

When Does Unlabeled Data Realistically Help?

No free learnability
Why we relate the labeling and the marginal

Relating marginal and labeling – a helpful and a non-helpful example
A non-trivial rate change

How much unlabeled data is enough?

Discussion
Proof of thm:rich
Two-point example bounds

Lower bounds
Upper bounds

Bounds for mixture problems

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