SYSTEMS AND METHODS TO IDENTIFY NEURAL NETWORK BRITTLENESS BASED ON SAMPLE DATA AND SEED GENERATION

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United States of America Patent

APP PUB NO 20240054029A1
SERIAL NO

18383946

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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Systems and methods for determining neural network brittleness are disclosed. For example, the system may include one or more memory units storing instructions and one or more processors configured to execute the instructions to perform operations. The operations may include receiving a modeling request comprising a preliminary model and a dataset. The operations may include determining a preliminary brittleness score of the preliminary model. The operations may include identifying a reference model and determining a reference brittleness score of the reference model. The operations may include comparing the preliminary brittleness score to the reference brittleness score and generating a preferred model based on the comparison. The operations may include providing the preferred model.

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Patent Owner(s)

Patent OwnerAddress
CAPITAL ONE SERVICES LLC1680 CAPITAL ONE DRIVE MCLEAN VA 22102

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Goodsitt, Jeremy Champaign, US 537 1306
Pham, Vincent Champaign, US 479 1269
Rafferty, Galen Mahomet, US 219 337
Truong, Anh Champaign, US 480 1303
WALTERS, Austin Savoy, US 576 1401
Watson, Mark Urbana, US 366 5533

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