USING CORRECTIONS, OF AUTOMATED ASSISTANT FUNCTIONS, FOR TRAINING OF ON-DEVICE MACHINE LEARNING MODELS

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United States of America Patent

APP PUB NO 20240296843A1
SERIAL NO

18657405

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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Processor(s) of a client device can: receive sensor data that captures environmental attributes of an environment of the client device; process the sensor data using a machine learning model to generate a predicted output that dictates whether one or more currently dormant automated assistant functions are activated; making a decision as to whether to trigger the one or more currently dormant automated assistant functions; subsequent to making the decision, determining that the decision was incorrect; and in response to determining that the determination was incorrect, generating a gradient based on comparing the predicted output to ground truth output. In some implementations, the generated gradient is used, by processor(s) of the client device, to update weights of the on-device speech recognition model. In some implementations, the generated gradient is additionally or alternatively transmitted to a remote system for use in remote updating of global weights of a global speech recognition model.

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Patent Owner(s)

Patent OwnerAddress
GOOGLE LLC1600 AMPHITHEATRE PARKWAY MOUNTAIN VIEW CA 94043

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Beaufays, Françoise Mountain View, US 29 85
Hard, Andrew Menlo Park, US 17 22
Mathews, Rajiv Sunnyvale, US 32 252
Partridge, Kurt San Francisco, US 11 123
Zivkovic, Dragan Sunnyvale, US 23 362

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Citation count rangeNumber of patents cited in rangeNumber of patents cited in various citation count ranges1928118201 - 1011 - 200100200300400500600700800900100011001200130014001500160017001800190020002100

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