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cs.LG2022★ 28 cited
Amortized Variational Inference: A Systematic Review
Ankush Ganguly, Sanjana Jain, Ukrit Watchareeruetai
The core principle of Variational Inference (VI) is to convert the statistical inference problem of computing complex posterior probability densities into a tractable optimization…
cs.LG2021★ 1 cited
An Introduction to Variational Inference
Ankush Ganguly, Samuel W. F. Earp
Approximating complex probability densities is a core problem in modern statistics. In this paper, we introduce the concept of Variational Inference (VI), a popular method in machi…