The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 25, 2023

Filed:

Jun. 01, 2020
Applicant:

Deepmind Technologies Limited, London, GB;

Inventors:

Benjamin Poole, Palo Alto, CA (US);

Aaron Gerard Antonius van den Oord, London, GB;

Ali Razavi-Nematollahi, London, GB;

Oriol Vinyals, London, GB;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06N 7/00 (2006.01); G06N 3/084 (2023.01);
U.S. Cl.
CPC ...
G06K 9/6257 (2013.01); G06N 3/0454 (2013.01); G06N 3/084 (2013.01); G06N 7/005 (2013.01);
Abstract

A variational autoencoder (VAE) neural network system, comprising an encoder neural network to encode an input data item to define a posterior distribution for a set of latent variables, and a decoder neural network to generate an output data item representing values of a set of latent variables sampled from the posterior distribution. The system is configured for training with an objective function including a term dependent on a difference between the posterior distribution and a prior distribution. The prior and posterior distributions are arranged so that they cannot be matched to one another. The VAE system may be used for compressing and decompressing data.


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