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:
Oct. 24, 2023

Filed:

Mar. 28, 2018
Applicant:

Meta Platforms, Inc., Menlo Park, CA (US);

Inventors:

Tianshi Gao, Fremont, CA (US);

Wenlin Chen, Mountain View, CA (US);

Liang Xiong, Fremont, CA (US);

Assignee:

Meta Platforms, Inc., Menlo Park, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06Q 30/0242 (2023.01); G06Q 30/0273 (2023.01); G06Q 30/0251 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06Q 30/0242 (2013.01); G06Q 30/0251 (2013.01); G06Q 30/0273 (2013.01);
Abstract

To present one or more content items to users of an online system, the online system identifies a content evaluation pipeline including an order of a plurality of stages having one or more computer models for evaluating a likelihood of user interaction with a content item. The content evaluation pipeline selects a decreasing number of content items, from each stage of the order, according to the order of the stages. The online system optimizes the selection of content items selected at the plurality of stages of the content evaluation pipeline by training the computer models to predict content selection values that the subsequent model would generate for a content items in a training data set and content items that the subsequent model would select for input to the next stage of the content evaluation pipeline.


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