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US Patent 11468291 Method for protecting a machine learning ensemble from copying

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Is a
Patent
Patent

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11468291
Date of Patent
October 11, 2022
Patent Application Number
16145287
Date Filed
September 28, 2018
Patent Citations
‌
US Patent 10353706 Instructions and logic to perform floating-point and integer operations for machine learning
‌
US Patent 10346944 Machine learning sparse computation mechanism
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US Patent 10572773 On the fly deep learning in machine learning for autonomous machines
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US Patent 10242423 Compute optimizations for low precision machine learning operations
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US Patent 10303953 Person tracking and privacy and acceleration of data using autonomous machines
Patent Primary Examiner
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Kakali Chaki
CPC Code
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G06N 20/00
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G06N 3/084
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G06N 5/04
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G06N 20/20
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G06N 20/10
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G06N 5/003
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G06F 7/582
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G06F 7/58
...

A method is provided for protecting a machine learning ensemble. In the method, a plurality of machine learning models is combined to form a machine learning ensemble. A plurality of data elements for training the machine learning ensemble is provided. The machine learning ensemble is trained using the plurality of data elements to produce a trained machine learning ensemble. During an inference operating phase, an input is received by the machine learning ensemble. A piecewise function is used to pseudo-randomly choose one of the plurality of machine learning models to provide an output in response to the input. The use of a piecewise function hides which machine learning model provided the output, making the machine learning ensemble more difficult to copy.

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