Search Results for author: Huadong Liao

Found 2 papers, 1 papers with code

Jacobian Determinant of Normalizing Flows

no code implementations12 Feb 2021 Huadong Liao, JiaWei He

In this paper, we show that the Jacobian determinant mapping is unique for the given distributions, hence the likelihood objective of flows has a unique global optimum.

Generative Model with Dynamic Linear Flow

1 code implementation8 May 2019 Huadong Liao, JiaWei He, Kunxian Shu

However, flow-based models are limited by density estimation performance issues as compared to state-of-the-art autoregressive models.

Density Estimation

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