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US Patent 11538236 Detecting backdoor attacks using exclusionary reclassification

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TimelineTable: Further ResourcesReferences
Is a
Patent
Patent
1

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
115382361
Patent Inventor Names
Heiko H. Ludwig1
Nathalie Baracaldo Angel1
Bryant Chen1
Date of Patent
December 27, 2022
1
Patent Application Number
165713181
Date Filed
September 16, 2019
1
Patent Citations
‌
US Patent 11188789 Detecting poisoning attacks on neural networks by activation clustering
Patent Primary Examiner
‌
Daniel G Mariam
1
CPC Code
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H04L 63/1441
1
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H04L 29/06918
1
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G06K 9/6267
1
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G06N 20/00
1
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G06V 10/7753
1
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G06N 3/08
1
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G06N 3/04
1
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G06V 10/762
1
...

Embodiments relate to a system, program product, and method for processing an untrusted data set to automatically determine which data points there are poisonous. A neural network is trained network using potentially poisoned training data. Each of the training data points is classified using the network to retain the activations of at least one hidden layer, and segment those activations by the label of corresponding training data. Clustering is applied to the retained activations of each segment, and a clustering assessment is conducted to remove an identified cluster from the data set, form a new training set, and train a second neural model with the new training set. The removed cluster and corresponding data are applied to the trained second neural model to analyze and classify data in the removed cluster as either legitimate or poisonous.

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