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:
Jul. 29, 2025

Filed:

Nov. 29, 2021
Applicant:

Lightmatter, Inc., Boston, MA (US);

Inventors:

Darius Bunandar, Boston, MA (US);

Ludmila Levkova, Chevy Chase, MD (US);

Nicholas Dronen, Newton, MA (US);

Lakshmi Nair, Somerville, MA (US);

David Widemann, Danville, CA (US);

David Walter, Boston, MA (US);

Martin B. Z. Forsythe, Jamaica Plain, MA (US);

Tomo Lazovich, Cambridge, MA (US);

Ayon Basumallik, Framingham, MA (US);

Nicholas C. Harris, Boston, MA (US);

Assignee:

Lightmatter, Inc., Boston, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/06 (2006.01); G06F 7/487 (2006.01); G06N 3/065 (2023.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 7/4876 (2013.01); G06N 3/065 (2023.01);
Abstract

Described herein are techniques of training a machine learning model and performing inference using an analog processor. Some embodiments mitigate the loss in performance of a machine learning model resulting from a lower precision of an analog processor by using an adaptive block floating-point representation of numbers for the analog processor. Some embodiments mitigate the loss in performance of a machine learning model due to noise that is present when using an analog processor. The techniques involve training the machine learning model such that it is robust to noise.


Find Patent Forward Citations

Loading…