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12/08/2022
CausalEGM: a general causal inference framework by encoding generative modeling
Although understanding and characterizing causal effects have become ess...
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05/11/2021
An integral equation for the identification of causal effects in nonlinear models
When the causal relationship between X and Y is specified by a structura...
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04/21/2021
A calculus for causal inference with instrumental variables
Under a general structural equation framework for causal inference, we p...
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04/20/2020
Roundtrip: A Deep Generative Neural Density Estimator
Density estimation is a fundamental problem in both statistics and machi...
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07/18/2018
Detecting strong signals in gene perturbation experiments: An adaptive approach with power guarantee and FDR control
The perturbation of a transcription factor should affect the expression ...
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04/05/2014