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stat.ML2022
Enhancing Causal Estimation through Unlabeled Offline Data
Ron Teichner, Ron Meir, Danny Eitan
Consider a situation where a new patient arrives in the Intensive Care Unit (ICU) and is monitored by multiple sensors. We wish to assess relevant unmeasured physiological variable…
stat.ML2019★ 13 cited
Generalization Bounds For Unsupervised and Semi-Supervised Learning With Autoencoders
Baruch Epstein, Ron Meir
Autoencoders are widely used for unsupervised learning and as a regularization scheme in semi-supervised learning. However, theoretical understanding of their generalization proper…