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    Systems and methods for progressive learning for machine-learned models to optimize training speed
    85.
    发明授权
    Systems and methods for progressive learning for machine-learned models to optimize training speed 有权

    公开(公告)号：US12062227B2

    公开(公告)日：2024-08-13

    申请号：US17943880

    申请日：2022-09-13

    申请人： Google LLC

    发明人： Mingxing Tan ,  Quoc V. Le

    IPC分类号： G06V10/00 ,  G06V10/774 ,  G06V10/776

    CPC分类号： G06V10/7747 ,  G06V10/776

    摘要： Systems and methods of the present disclosure can include a computer-implemented method for efficient machine-learned model training. The method can include obtaining a plurality of training samples for a machine-learned model. The method can include, for one or more first training iterations, training, based at least in part on a first regularization magnitude configured to control a relative effect of one or more regularization techniques, the machine-learned model using one or more respective first training samples of the plurality of training samples. The method can include, for one or more second training iterations, training, based at least in part on a second regularization magnitude greater than the first regularization magnitude, the machine-learned model using one or more respective second training samples of the plurality of training samples.

    Synchronizing audio playback for co-located devices
    89.
    发明授权
    Synchronizing audio playback for co-located devices 有权

    公开(公告)号：US12058020B1

    公开(公告)日：2024-08-06

    申请号：US18297208

    申请日：2023-04-07

    申请人： Google LLC

    发明人： Ivo Marco Creusen ,  Esbjörn Dominique

    IPC分类号： H04L43/087 ,  H04M3/56 ,  H04L12/18

    CPC分类号： H04L43/087 ,  H04M3/568 ,  H04L12/1831

    摘要： Delay reporting information descriptive of an existing delay of the participant computing device is received from each participant computing device of a participant cohort. The existing delay includes a period of time between transmission of audio data from the teleconference computing system and receipt of the audio data by the participant computing device. The participant cohort includes multiple participant computing devices that are co-located within a same area and are connected to a teleconference hosted by the teleconference computing system. A target delay is determined for the participant cohort. The target delay includes a period of time greater than the existing delay of participant computing devices. The target delay is configured to cause synchronized audio playback when implemented by the devices. Target delay information indicative of the target delay is provided to the participant cohort.