Patents by Inventor Harini Kesavamoorthy

Harini Kesavamoorthy has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Streaming contextual unidirectional models
    Patent number: 11244673
    Abstract: Streaming machine learning unidirectional models is facilitated by the use of embedding vectors. Processing blocks in the models apply embedding vectors as input. The embedding vectors utilize context of future data (e.g., data that is temporally offset into the future within a data stream) to improve the accuracy of the outputs generated by the processing blocks. The embedding vectors cause a temporal shift between the outputs of the processing blocks and the inputs to which the outputs correspond. This temporal shift enables the processing blocks to apply the embedding vector inputs from processing blocks that are associated with future data.
    Type: Grant
    Filed: July 19, 2019
    Date of Patent: February 8, 2022
    Assignee: MICROSOFT TECHNOLOGLY LICENSING, LLC
    Inventors: Jinyu Li, Amit Kumar Agarwal, Yifan Gong, Harini Kesavamoorthy, Changliang Liu, Liang Lu
  • STREAMING CONTEXTUAL UNIDIRECTIONAL MODELS
    Publication number: 20210020166
    Abstract: Streaming machine learning unidirectional models is facilitated by the use of embedding vectors. Processing blocks in the models apply embedding vectors as input. The embedding vectors utilize context of future data (e.g., data that is temporally offset into the future within a data stream) to improve the accuracy of the outputs generated by the processing blocks. The embedding vectors cause a temporal shift between the outputs of the processing blocks and the inputs to which the outputs correspond. This temporal shift enables the processing blocks to apply the embedding vector inputs from processing blocks that are associated with future data.
    Type: Application
    Filed: July 19, 2019
    Publication date: January 21, 2021
    Inventors: Jinyu Li, Amit Kumar Agarwal, Yifan Gong, Harini Kesavamoorthy