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10/15/2022
How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm?
This paper provides an exact characterization of the expected generaliza...
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10/03/2021
Information-Theoretic Generalization Bounds for Iterative Semi-Supervised Learning
We consider iterative semi-supervised learning (SSL) algorithms that ite...
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03/13/2020
Optimal Resolution of Change-Point Detection with Empirically Observed Statistics and Erasures
This paper revisits the offline change-point detection problem from a st...
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03/14/2019