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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 12380359 B1

PDFFull Text
Date of Patent:
Aug. 05, 2025

Filed:

Feb. 12, 2021

Constraint sampling reinforcement learning for recommendation systems

Applicant:

Adobe Inc., San Jose, CA (US);

Inventors:

Tong Mu, Cypress, CA (US);

Georgios Theocharous, San Jose, CA (US);

David Arbour, San Jose, CA (US);

Assignee:

ADOBE INC., San Jose, CA (US);

Attorney:

F. CHAU & ASSOCIATES, LLC

Primary Examiner:

Maikhanh Nguyen

Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/04 (2023.01); G06N 7/01 (2023.01); G06N 3/02 (2006.01); G06N 3/08 (2023.01); H04L 67/50 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/04 (2013.01); G06N 7/01 (2023.01); G06N 3/02 (2013.01); G06N 3/08 (2013.01); H04L 67/535 (2022.05);
Abstract

Systems and methods for sequential recommendation receive a user interaction history including interactions of a user with a plurality of items, select a constraint from a plurality of candidate constraints based on lifetime values observed for the candidate constraints, wherein the lifetime values are based on items predicted for other users using a recommendation network subject to the candidate constraints, and predict a next item for the user based on the user interaction history using the recommendation network subject to the selected constraint.

Find Patent Forward Citations

Mu, Tong. (2025). Constraint sampling reinforcement learning for recommendation systems (U.S. Patent No. 12380359). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12380359

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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