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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.

Patent No.:

US 12307379 B1

PDFFull Text
Date of Patent:
May. 20, 2025

Filed:

Dec. 13, 2023

Subset conditioning using variational autoencoder with a learnable tensor train induced prior

Applicant:

Insilico Medicine Ip Limited, Hong Kong, HK;

Inventors:

Aleksandr Aliper, Abu Dhabi, AE;

Aleksandrs Zavoronkovs, Abu Dhabi, AE;

Alexander Zhebrak, Abu Dhabi, AE;

Daniil Polykovskiy, Montréal, CA;

Maksim Kuznetsov, Montréal, CA;

Yan Ivanenkov, Abu Dhabi, AE;

Mark Veselov, Abu Dhabi, AE;

Vladimir Aladinskiy, Abu Dhabi, AE;

Evgeny Putin, Abu Dhabi, AE;

Yuriy Volkov, Abu Dhabi, AE;

Arip Asadulaev, Abu Dhabi, AE;

Assignee:

INSILICO MEDICINE IP LIMITED, Hong Kong, HK;

Attorney:

MASCHOFF BRENNAN

Primary Examiner:

Zaihan Jiang

Assistant Examiner:

Kristin Dobbs

Int. Cl.
CPC ...
G06N 3/092 (2023.01); G06N 3/0455 (2023.01); G06N 3/0475 (2023.01); G06N 3/084 (2023.01);
U.S. Cl.
CPC ...
G06N 3/092 (2023.01); G06N 3/0455 (2023.01); G06N 3/0475 (2023.01); G06N 3/084 (2013.01);
Abstract

The proposed model is a Variational Autoencoder having a learnable prior that is parametrized with a Tensor Train (VAE-TTLP). The VAE-TTLP can be used to generate new objects, such as molecules, that have specific properties and that can have specific biological activity (when a molecule). The VAE-TTLP can be trained in a way with the Tensor Train so that the provided data may omit one or more properties of the object, and still result in an object with a desired property.

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Quick Actions:

Aliper, Aleksandr. (2025). Subset conditioning using variational autoencoder with a learnable tensor train induced prior (U.S. Patent No. 12307379). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12307379

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