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06/25/2021
Conjugate Energy-Based Models
In this paper, we propose conjugate energy-based models (CEBMs), a new c...
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06/21/2021
Nested Variational Inference
We develop nested variational inference (NVI), a family of methods that ...
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11/11/2019
Evaluating Combinatorial Generalization in Variational Autoencoders
We evaluate the ability of variational autoencoders to generalize to uns...
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12/22/2018
Can VAEs Generate Novel Examples?
An implicit goal in works on deep generative models is that such models ...
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12/12/2018
Structured Neural Topic Models for Reviews
We present Variational Aspect-based Latent Topic Allocation (VALTA), a f...
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12/12/2018
Structured Representations for Reviews:Aspect-Based Variational Hidden Factor Models
We present Variational Aspect-Based Latent Dirichlet Allocation (VALDA),...
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04/06/2018
