logo

For the Inventor, By the Inventor

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.:

US 12353994 B1

PDFFull Text
Date of Patent:
Jul. 08, 2025

Filed:

Jan. 26, 2021

System and method for reasoning about the diversity and robustness of an ensemble of classifiers

Applicant:

Palo Alto Research Center Incorporated, Palo Alto, CA (US);

Inventors:

Shantanu Rane, Menlo Park, CA (US);

Alejandro E. Brito, Mountain View, CA (US);

Hamed Soroush, San Jose, CA (US);

Assignee:

Xerox Corporation, Norwalk, CT (US);

Attorneys:

PARC

ROBERT HUTTER

ZOSAN S SOONG

PAUL SCHNOSE

KENT CHEN

WILLIAM EIPERT

AILEEN MO

SHUN YAO

JOHN M KITCHURA

WILLIAM HARDY

ABU AHMED REAZ

YIXUE DU

WAYNE EVANS

Primary Examiner:

Brent Johnston Hoover

Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 18/214 (2023.01); G06F 18/2415 (2023.01); G06N 20/10 (2019.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 18/214 (2023.01); G06F 18/2415 (2023.01); G06N 20/10 (2019.01); G06N 20/20 (2019.01);
Abstract

One embodiment provides a system which facilitates reasoning about classifiers. During operation, the system determines a plurality of neural networks. The system derives, from a respective neural network, a linear model, wherein the linear model is constructed based on an output of a penultimate layer of the respective neural network. The system trains the linear model based on activations of the penultimate layer. The system maps parameters of the trained linear model into a version space.

Find Patent Forward Citations

Quick Actions:

Rane, Shantanu. (2025). System and method for reasoning about the diversity and robustness of an ensemble of classifiers (U.S. Patent No. 12353994). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12353994

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

Loading…