WATERMARK AS HONEYPOT FOR ADVERSARIAL DEFENSE

Patent №

US 11,501,136

Granted

2022-11-15

Filed 2020

Owner

PAYPAL, INC.

Lab

AI components

6

ml · vision · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16887381

Systems, methods, and computer program products for determining an attack on a neural network. A data sample is received at a first classifier neural network and at a watermark classifier neural network, wherein the first classifier neural network is trained using a first dataset and a watermark dataset. The first classifier neural network determines a classification label for the data sample. A watermark classifier neural network determines a watermark classification label for the data sample. A data sample is determined as an adversarial data sample based on the classification label for the data sample and the watermark classification label for the data sample.

Machine learningVisionKnowledge representationPlanningEvolutionary computationAI hardwareG06V 10/454G06F 18/214G06F 21/1063G06N 3/045G06N 3/0464G06N 3/0475G06N 3/08G06N 3/082+5 more

AI classification

Machine learning1.00
Planning1.00
AI hardware1.00
Vision1.00
Knowledge representation0.98
Evolutionary computation0.80
Natural language0.07
Speech0.04

Ownership

PAYPAL, INC.

assignment · 528120511

Assignors

ZHANG, JIYI

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

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