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:
Mar. 10, 2026

Filed:

Dec. 20, 2024
Applicant:

Strava, Inc., San Francisco, CA (US);

Inventors:

Leo Neat, San Francisco, CA (US);

Daniel Sanders, North Bend, WA (US);

Assignee:

Strava, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/091 (2023.01); G06N 3/0455 (2023.01);
U.S. Cl.
CPC ...
G06N 3/0455 (2023.01); G06N 3/091 (2023.01);
Abstract

Ideographic contrastive autoencoder for large language model fine-tuning is disclosed, including: obtaining a set of user activities according to a specified task; obtaining respective sets of input features from the set of user activities; using an encoder network of an autoencoder to encode the respective sets of input features into a set of words; prompting a machine learning model to perform the specified task using the set of words, wherein the machine learning model has been fine-tuned using a custom lexicographical vocabulary associated with the autoencoder; and presenting, at a user interface, a message determined based at least in part on an output result from the machine learning model.


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