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.:
Date of Patent:
Feb. 10, 2026
Filed:
Nov. 30, 2023
Roku, Inc., San Jose, CA (US);
Pulkit Aggarwal, San Jose, CA (US);
Fei Xiao, San Jose, CA (US);
Abhishek Bambha, Burlingame, CA (US);
Rohit Mahto, San Jose, CA (US);
Rameen Mahdavi, San Jose, CA (US);
Nam Vo, San Jose, CA (US);
Amit Verma, Sunnyvale, CA (US);
Roku, Inc., San Jose, CA (US);
Abstract
Disclosed herein are system, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for recommending content items. For example, a first content item unassociated with interaction-based data is determined. A description-based representation of the first content item, an image-based representation of the first content item, and/or a metadata-based representation of the first content item is obtained from machine learning model(s). Such representation(s) are provided as an input to a neural network. A first interaction-based representation of the first content item based on such representation(s) is received as an output from the neural network. A measure of similarity is determined between the first interaction-based representation and second interaction-based representation(s) of second content item(s). A determination is made, based on the measure of similarity, that the first content item is to be recommended, and an indication recommending the first content item is outputted.