Patents by Inventor Zixiang Liu

Zixiang Liu 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).

  • Patent number: 12141674
    Abstract: The present application discloses a method for generating a user interactive information processing model and a method for processing user interactive information, relates to the technical field of graph neural networks, and particularly relates to a user interactive information processing technology. The method comprises the following steps: determining node representations of network nodes of each layer in a graph neural network in an iterative manner, wherein the node representation of a single-layer node is obtained by representations of neighbor nodes of the single-layer node; adding the attribute feature of each node in each layer of network nodes to the node representation of each layer of network nodes to obtain a graph neural network to be trained; and training the graph neural network to be trained based on existing user interactive information, to obtain a user interactive information processing model, wherein the user interactive information processing model comprises adjusted node representation.
    Type: Grant
    Filed: March 23, 2021
    Date of Patent: November 12, 2024
    Assignee: Beijing Baidu Netcom Science and Technology Co., Ltd.
    Inventors: Yixuan Shi, Mingyang Dai, Zixiang Liu
  • Patent number: 11514063
    Abstract: The present disclosure provides a method and an apparatus of recommending information based on a fused relationship network. The method includes: determining association relationships between an any node and other nodes in the fused relationship network based on at least one of a weight, interaction information and data source information of the interaction information of an edge; and recommending information to a user represented by the any node based on the association relationships. The present disclosure further provides an apparatus of recommending information based on a fused relationship network, and an electronic device and a storage medium.
    Type: Grant
    Filed: March 22, 2021
    Date of Patent: November 29, 2022
    Assignee: BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD.
    Inventors: Mingyang Dai, Yixuan Shi, Zixiang Liu, Shengwen Yang
  • Publication number: 20210224269
    Abstract: The present disclosure provides a method and an apparatus of recommending information based on a fused relationship network. The method includes: determining association relationships between an any node and other nodes in the fused relationship network based on at least one of a weight, interaction information and data source information of the interaction information of an edge; and recommending information to a user represented by the any node based on the association relationships. The present disclosure further provides an apparatus of recommending information based on a fused relationship network, and an electronic device and a storage medium.
    Type: Application
    Filed: March 22, 2021
    Publication date: July 22, 2021
    Inventors: Mingyang DAI, Yixuan SHI, Zixiang LIU, Shengwen YANG
  • Publication number: 20210217109
    Abstract: The present disclosure provides a method of constructing a fused relationship network. The method includes: obtaining interaction data from a plurality of data sources, wherein the interaction data contains a plurality of user relationship information; generating, based on the identification information for each user in each user relationship information, a node for the user in the fused relationship network, and generating, based on the interaction information between two users in each user relationship information, an edge between the nodes for the two users in the fused relationship network, wherein a same user identification is generated as one node. The present disclosure further provides an apparatus of constructing a fused relationship network, an electronic device, and a storage medium.
    Type: Application
    Filed: March 25, 2021
    Publication date: July 15, 2021
    Inventors: Mingyang DAI, Yixuan SHI, Zixiang LIU, Shengwen YANG
  • Publication number: 20210209446
    Abstract: The present application discloses a method for generating a user interactive information processing model and a method for processing user interactive information, relates to the technical field of graph neural networks, and particularly relates to a user interactive information processing technology. The method comprises the following steps: determining node representations of network nodes of each layer in a graph neural network in an iterative manner, wherein the node representation of a single-layer node is obtained by representations of neighbor nodes of the single-layer node; adding the attribute feature of each node in each layer of network nodes to the node representation of each layer of network nodes to obtain a graph neural network to be trained; and training the graph neural network to be trained based on existing user interactive information, to obtain a user interactive information processing model, wherein the user interactive information processing model comprises adjusted node representation.
    Type: Application
    Filed: March 23, 2021
    Publication date: July 8, 2021
    Applicant: Beijing Baidu Netcom Science And Technology Co., Ltd.
    Inventors: Yixuan Shi, Mingyang Dai, Zixiang Liu