QUANTIZATION FOR ARTIFICIAL INTELLIGENCE BASED CSI FEEDBACK COMPRESSION

    公开(公告)号:US20240283611A1

    公开(公告)日:2024-08-22

    申请号:US18425568

    申请日:2024-01-29

    Applicant: Apple Inc.

    CPC classification number: H04L5/0053 H04W72/21

    Abstract: Systems, methods, and circuitries are provided for quantizing artificial intelligence (AI)-based compressed channel state information (CSI) feedback. In one example, a method includes receiving a set of encoder outputs from an AI-based encoder that generates compressed CSI feedback. The method includes optimizing a per-segment vector quantization (VQ) codebook for use in quantizing respective segments of encoder outputs based on the set of encoder outputs. A number of inputs of the VQ codebook and a number of outputs of the VQ codebook are based on a number of bits configured for uplink channel information (UCI) and a number of segments.

    SYSTEMS AND METHODS FOR DYNAMICALLY CONTROLLING THE CONFIGURATION OF A MODEM OF A USER EQUIPMENT DEVICE

    公开(公告)号:US20240114424A1

    公开(公告)日:2024-04-04

    申请号:US18372039

    申请日:2023-09-22

    Applicant: Apple Inc.

    CPC classification number: H04W40/04

    Abstract: Disclosed are methods, systems, and computer-readable medium to perform operations including obtaining first data regarding one or more applications running on a UE device, where the first data represents, for each of the one or more applications, an individual network usage characteristic of that application; determining, based on the first data, second data regarding the one or more applications, where the second data represents a composite network usage characteristic of the one or more applications; selecting, based on the second data, a first modem configuration from among a plurality of candidate modem configurations; and causing a modem of the UE device to operate according to the first modem configuration.

    Enhancements for Distributed Machine Learning Models in Wireless Communication Systems

    公开(公告)号:US20240152752A1

    公开(公告)日:2024-05-09

    申请号:US18324038

    申请日:2023-05-25

    Applicant: Apple Inc.

    CPC classification number: G06N3/08 G06N3/0455 H04W24/08

    Abstract: A user equipment (UE) may receive, from a network node one or more reference signals and perform one or more measurements using the one or more reference signals. The UE may compress the one or more measurements into one or more measurement results and transmit the one or more measurement results to a server. The UE may request, from the server, at least one of one or more identifiers (IDs) or one or more models associated with the one or more IDs. The UE may receive, from the server, the at least one of the one or more IDs or one or more models, wherein the one or more IDs are provided based on the one or more measurement results. The UE may transmit, to the network node, an ordered list of the one or more IDs, receive a response from the network node indicating selection of an ID of the one or more IDs, and communicate with the network node using the ID.

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