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:
Jan. 27, 2026

Filed:

Mar. 16, 2022
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Eric A. Sather, Palo Alto, CA (US);

Steven L. Teig, Menlo Park, CA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2023.01); G06N 3/047 (2023.01); G06N 3/048 (2023.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06N 3/047 (2023.01); G06N 3/048 (2023.01); G06N 3/08 (2013.01);
Abstract

Some embodiments provide a method for training a machine-trained (MT) network. The method receives a network comprising a plurality of parameters. The method trains the network by iteratively (i) propagating inputs through the network to generate outputs and adjusting the parameters based on differences between the generated outputs and expected outputs to minimize a loss function with respect to the parameters, (ii) probabilistically projecting the parameters to minimize the loss function with respect to a set of constraints on the weight values, the probabilistic projection treating the parameters as probability distributions, and updating a set of variables of the loss function based on the probability distributions.


Find Patent Forward Citations

Sather, Eric. (2026). Probabilistic projection of network parameters (U.S. Patent No. 12536413). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12536413

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

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