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08/15/2022
A Unified Causal View of Domain Invariant Representation Learning
Machine learning methods can be unreliable when deployed in domains that...
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09/02/2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond
A fundamental goal of scientific research is to learn about causal relat...
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10/24/2020
Causal Effects of Linguistic Properties
We consider the problem of estimating the causal effects of linguistic p...
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05/29/2019
Using Text Embeddings for Causal Inference
We address causal inference with text documents. For example, does addin...
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02/11/2019
Using Embeddings to Correct for Unobserved Confounding
We consider causal inference in the presence of unobserved confounding. ...
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04/16/2018
