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:
Feb. 17, 2026

Filed:

Apr. 22, 2021
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Long Vu, Chappaqua, NY (US);

Saket Sathe, Mohegan Lake, NY (US);

Bei Chen, Blanchardstown, IE;

Peter Daniel Kirchner, Putnam Valley, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 11/30 (2006.01); G06F 11/34 (2006.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 11/3006 (2013.01); G06F 11/3447 (2013.01); G06N 5/04 (2013.01);
Abstract

In a method for ranking machine learning (ML) pipelines for a dataset, a processor receives first performance curves predicted by a meta learner model for a plurality of ML pipelines. A processor allocates a first subset of data points from the dataset to each of the plurality of ML pipelines. A processor receives first performance scores for each of the ML pipelines for the first subset of data points. A processor updates the meta learner model using the first performance scores. A processor receives second performance curves from the meta learner model updated with the first performance scores. A processor ranks the plurality of ML pipelines based on the second performance curves.


Find Patent Forward Citations

Vu, Long. (2026). Pipeline ranking with model-based dynamic data allocation (U.S. Patent No. 12555029). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12555029

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

Loading…