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importance weighted autoencoder

6 papers

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Co-occurring keywords

variational inference (2069) evidence lower bound (68) gradient estimator (59) generative model (2892) spline approximation (3) neural image compression (22) pathwise estimator (1) self-normalized importance sampling (4) missing data problem (1) automatic differentiation variational inference (2)

Papers

Nonparametric Automatic Differentiation Variational Inference with Spline Approximation AISTATS 2024
Alpha-divergence Variational Inference Meets Importance Weighted Auto-Encoders: Methodology and Asymptotics JMLR 2023
Multi-Sample Training for Neural Image Compression NIPS 2022
Automatic Differentiation Variational Inference with Mixtures AISTATS 2021
On casting importance weighted autoencoder to an EM algorithm to learn deep generative models AISTATS 2020
Tighter Variational Bounds are Not Necessarily Better ICML 2018