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US Patent 11836249 System and method for counteracting adversarial attacks

Patent 11836249 was granted and assigned to PayPal on December, 2023 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent
1

Patent attributes

Patent Applicant
PayPal
PayPal
1
Current Assignee
PayPal
PayPal
1
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
118362491
Patent Inventor Names
Xiaodong Yu1
Date of Patent
December 5, 2023
1
Patent Application Number
166913071
Date Filed
November 21, 2019
1
Patent Citations
‌
US Patent 10984272 Defense against adversarial attacks on neural networks
1
Patent Primary Examiner
‌
Abu S Sholeman
1
CPC Code
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G06N 3/0454
1
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G06T 1/005
1
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H04L 63/1441
1
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G06N 20/00
1
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G06F 21/64
1
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G06F 21/554
1
Patent abstract

Aspects of the present disclosure involve systems, methods, devices, and the like for generating an adversarially resistant model. In one embodiment, a novel architecture is presented that enables the identification of an image that has been adversarially attacked. The system and method used in the identification introduce the use of a denoising module used to reconstruct the original image from the modified image received. Then, further to the reconstruction, an adversarially trained model is used to make a prediction using at least a determination of a loss that may exist between the original image and the denoised image.

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