Machine Learning Model Score Obfuscation Using Step Function, Position-Dependent Noise

Patent №

US 10,963,752

Granted

2021-03-30

Filed 2019

Owner

CYLANCE INC.

Lab

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16399677

An artefact is received. Features are extracted from this artefact which are, in turn, used to populate a vector. The vector is then input into a classification model to generate a score. The score is then modified using a step function so that the true score is not obfuscated. Thereafter, the modified score can be provided to a consuming application or process. Related apparatus, systems, techniques and articles are also described.

Machine learningVisionAI hardwareG06F 21/562G06F 18/213G06F 18/2135G06F 18/24G06F 18/2411G06N 3/0475G06N 3/08G06N 3/09+2 more

AI classification

AI hardware1.00
Machine learning1.00
Vision0.57
Natural language0.05
Knowledge representation0.02
Planning0.00
Evolutionary computation0.00
Speech0.00

Ownership

CYLANCE INC.

assignment · 490400546

Assignors

BUCKINGHAM, HAILEY, BEVERIDGE, DAVID N.

On an employer assignment, the assignors are typically the inventors.

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