Multi-stage Markov decision process (MDP) model for a spectrum sharing system

    公开(公告)号:US11974138B2

    公开(公告)日:2024-04-30

    申请号:US17478669

    申请日:2021-09-17

    CPC classification number: H04W16/14 G06N3/08 H04W24/08

    Abstract: A method of wireless communication performed by a first transmission device incudes receiving a first set of observations from a first receiving device based on transmissions from the first transmission device to the first receiving device at a previous time slot of a fixed contention-based spectrum sharing system. The first transmission device shares a spectrum with a second transmission device. The method also includes measuring an energy level from an ongoing data transmission of the second transmission device at a current time slot. The method further includes generating, at an artificial neural network of the first transmission device, at least one of a transmission determination, a set of transmission parameters, or a combination thereof, based on a second set of observations, the energy level, and a counter. The method also includes transmitting, to the first receiving device, during the current time slot based on at least one of the transmission determination, the set of transmission parameters, or the combination thereof.

    User equipment participation indications associated with federated learning

    公开(公告)号:US11956785B2

    公开(公告)日:2024-04-09

    申请号:US17447668

    申请日:2021-09-14

    CPC classification number: H04W72/21 G06N5/022

    Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a user equipment (UE) may receive, from a base station, a federated learning configuration that configures a participation indication to be used by the UE to indicate a participation status of the UE associated with at least one federated learning round corresponding to a machine learning component. The UE may transmit the participation indication to the base station based at least in part on the federated learning configuration. Numerous other aspects are described.

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