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:
May. 19, 2026

Filed:

Jan. 25, 2024
Applicant:

Walmart Apollo, Llc, Bentonville, AR (US);

Inventors:

Shanu Vashishtha, San Francisco, CA (US);

Abhay Kumar, Sunnyvale, CA (US);

Lalitesh Morishetti, San Jose, CA (US);

Kaushiki Nag, Sunnyvale, CA (US);

Kannan Achan, Saratoga, CA (US);

Assignee:

Walmart Apollo, LLC, Bentonville, AR (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/0601 (2023.01);
U.S. Cl.
CPC ...
G06Q 30/0631 (2013.01);
Abstract

Systems and methods for providing personalized item recommendations with personalized title are disclosed. In some embodiments, each user and each item of a website is represented as an embedding in a same heterogeneous graph. Based on an anchor embedding representing an anchor item in the heterogeneous graph, a set of items are determined. At least one feature aspect is selected from a set of feature aspects based on at least one implicit intent of a user, each feature aspect characterizing a respective aspect of features common to the set of items. From the set of items, a ranked list of items are generated as recommended items based on the at least one feature aspect. A recommendation title describing the at least one feature aspect is generated for the recommended items. The recommended items and the recommendation title are transmitted to be displayed together with the anchor item to the user.


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