Model training using a teacher-student learning paradigm

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United States of America Patent

PATENT NO 11526802
APP PUB NO 20200410388A1
SERIAL NO

16451693

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Abstract

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A method and a system for model training are provided. The method can include training a first classifier, a second classifier, and a third classifier with subsets of a labeled dataset. The method can also include predicting a pseudo labeled dataset from an unlabeled dataset using the first classifier, the second classifier, and the third classifier. The method further includes assigning a role to the first classifier, to the second classifier, and to the third classifier. The method can further include selecting a teaching sample dataset from the pseudo labeled dataset based on the role assigned to the third classifier, wherein the third classifier is assigned a role of a student. The method can also include retraining the third classifier with the teaching sample dataset in conjunction with a subset of the labeled dataset.

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Patent Owner(s)

  • INTERNATIONAL BUSINESS MACHINE CORPORATION

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Bhalgat, Yash San Diego, US 1 2
Gundecha, Pritam San Jose, US 5 14
Liu, Zhe San Jose, US 238 609
Mahmud, Jalal San Jose, US 19 39
Misra, Amita San Jose, US 4 7

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