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04/04/2023
Conformalized Unconditional Quantile Regression
We develop a predictive inference procedure that combines conformal pred...
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01/30/2023
Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions
Randomized Controlled Trials (RCT)s are relied upon to assess new treatm...
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09/27/2022
Falsification before Extrapolation in Causal Effect Estimation
Randomized Controlled Trials (RCTs) represent a gold standard when devel...
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10/28/2021
Using Time-Series Privileged Information for Provably Efficient Learning of Prediction Models
We study prediction of future outcomes with supervised models that use p...
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02/22/2021
Neural Pharmacodynamic State Space Modeling
Modeling the time-series of high-dimensional, longitudinal data is impor...
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09/06/2017
Learning to Compose Domain-Specific Transformations for Data Augmentation
Data augmentation is a ubiquitous technique for increasing the size of l...
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01/10/2017
Bidirectional American Sign Language to English Translation
We outline a bidirectional translation system that converts sentences fr...
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01/07/2017
Group Visual Sentiment Analysis
In this paper, we introduce a framework for classifying images according...
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01/07/2017
DeepFace: Face Generation using Deep Learning
We use CNNs to build a system that both classifies images of faces based...
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01/07/2017