Verifying confidential machine learning models

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United States of America Patent

PATENT NO 11481680
APP PUB NO 20210326746A1
SERIAL NO

16851507

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Abstract

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Methods, systems, and computer program products for verifying confidential machine learning models are provided herein. A computer-implemented method includes obtaining (i) a set of training data and (ii) a request, from a requestor, for a machine learning model, wherein the request is accompanied by at least a set of test data; obtaining a commitment from a provider in response to the request, the commitment comprising a special hash corresponding to parameters of a candidate machine learning model trained on the set of training data; revealing the set of test data to the requestor; obtaining, from the requestor, (i) a claim of performance of the candidate machine learning model for the test data and (ii) a proof of the performance of the candidate machine learning model; and verifying the claimed performance for the requestor based on (i) the special hash and (ii) the proof of the claimed performance.

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Patent Owner(s)

  • INTERNATIONAL BUSINESS MACHINES CORPORATION

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Dayama, Pankaj S Bangalore, IN 36 120
Pandit, Vinayaka Bangalore, IN 29 78
Singh, Nitin Bangalore, IN 47 511
Vinayagamurthy, Dhinakaran Bangalore, IN 11 3

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