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101.
公开(公告)号:US20230397172A1
公开(公告)日:2023-12-07
申请号:US18249191
申请日:2020-12-29
Applicant: QUALCOMM Incorporated
Inventor: Qiaoyu LI , Hao XU , Yu ZHANG , Chenxi HAO , Chao WEI , Rui HU , Liangming WU , Ruiming ZHENG , Yin HUANG , Yuwei REN
IPC: H04W72/044 , G06N20/00 , H04W28/02 , H04L41/16
CPC classification number: H04W72/044 , G06N20/00 , H04W28/0252 , H04L41/16
Abstract: Methods, systems, and devices for wireless communications are described that support signaling of compressed gradient vectors in a machine learning system that utilizes federated learning. The compressed gradient vectors may be used to report stochastic gradients from multiple edge devices (e.g., multiple user equipment (UE) devices) that are combined into a global model at an edge server (e.g., a base station). A base station may configure a UE with one or more parameters for quantizing a local stochastic gradient, and for reporting the quantized local stochastic gradient in a set of compressed gradient vectors. Each vector of the compressed gradient vectors may be associated with a different stage of a multi-stage compression procedure for reporting the local stochastic gradient, and multiple reports from multiple UEs may be aggregated in a federated learning procedure associated with a machine learning algorithm.
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公开(公告)号:US20230396355A1
公开(公告)日:2023-12-07
申请号:US18249922
申请日:2020-12-14
Applicant: QUALCOMM INCORPORATED
Inventor: Kangqi LIU , Liangming WU , Changlong XU , Jian LI , Hao XU , Ruiming ZHENG
IPC: H04L1/00
CPC classification number: H04L1/0003 , H04L1/0061 , H04L1/0009
Abstract: Methods, systems, and devices for wireless communications are described. A rateless code may be used to generate n encoded packets based on a set of source packets. A modulation technique may be used to generate first symbol packets from the encoded packets. And a layered modulation technique may be used to generate coded symbol packets from the first symbol packets. The layered modulation technique may include generating a coded symbol packet from a group of first symbol packets. Different weights may be applied to the different first symbol packets included in the group of first symbol packets before the first symbol packets in the group are combined together. A receiving device may demodulate the transmitted coded symbol packets to reconstruct the group of first symbol packets, use the reconstructed group of first symbol packets to recover the encoded packets, and use the encoded packets to reconstruct the source packets.
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公开(公告)号:US20230361913A1
公开(公告)日:2023-11-09
申请号:US18245144
申请日:2020-11-18
Applicant: QUALCOMM Incorporated
Inventor: Liangming WU , Changlong XU , Jian LI , Kangqi LIU , Kexin XIAO , Hao XU
IPC: H04L1/00
CPC classification number: H04L1/0042 , H04L1/0075
Abstract: Methods, systems, and devices for wireless communications are described. A user equipment (UE) may receive, from a base station, a configuration indicating a set of encoding parameters corresponding to a constellation shaping encoding process. The UE may calculate a number of bits of a first subset of a source bit stream, and the first subset of the source bit stream may include or encompass an input to a distribution matcher. The UE may apply, to the first subset, a distribution matcher parameter based on the set of encoding parameters. The UE may calculate a number of bits of a second subset of the source bit stream, and the second subset of the source bit stream may be concatenated with an output bit stream of the distribution matcher as an input to a channel encoder. The UE may signal the source bit stream to the base station.
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公开(公告)号:US20230361821A1
公开(公告)日:2023-11-09
申请号:US18246025
申请日:2020-11-25
Applicant: QUALCOMM Incorporated
Inventor: Liangming WU , Yu ZHANG , Chenxi HAO , Kangqi LIU , Min HUANG , Rui HU , Hao XU , Wei XI
IPC: H04B7/0456 , H04B7/06
CPC classification number: H04B7/0486 , H04B7/0645
Abstract: Methods, systems, and devices for wireless communications are described. A user equipment (UE) may receive, from a base station, a channel state information (CSI) configuration indicating a first feedback reporting periodicity for a dominant, or strong, spatial layer and a second feedback reporting periodicity for a non-dominant, or weak, spatial layer. The UE may transmit a first CSI report for at least the dominant spatial layer according to the first feedback reporting periodicity. The UE may transmit a second CSI report for the non-dominant spatial layer according to the second feedback reporting periodicity. In some cases, for aperiodic reporting, the UE may be triggered by downlink control information to report CSI for the dominant spatial layer. In some cases, the CSI configuration may indicate different codebooks for the dominant and non-dominant spatial layers.
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公开(公告)号:US20230299882A1
公开(公告)日:2023-09-21
申请号:US17997652
申请日:2021-06-30
Applicant: QUALCOMM Incorporated
Inventor: Liangming WU , Changlong XU , Kangqi LIU , Jian LI , Xipeng ZHU
IPC: H04L1/08 , H04L1/1867
CPC classification number: H04L1/08 , H04L1/1887
Abstract: Methods, systems, and devices for wireless communication are described. Generally, the described techniques provide for sending, from an upper layer at a transmitting device to a lower layer at the transmitting device, an indication by which the lower layer determines that a packet is to be transmitted as either an initial transmission or as a retransmission. The lower layer at the transmitting device may then determine a transmission process for transmitting the packet based on the indication, and the transmitting device may transmit the packet in accordance with the transmission process. Because the lower layer may identify whether the packet is to be transmitted as either the initial transmission or the retransmission, the lower layer may adapt the transmission process to improve the chances that the packet is received by a receiving device or to limit overhead.
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公开(公告)号:US20230232402A1
公开(公告)日:2023-07-20
申请号:US18001214
申请日:2020-08-06
Applicant: QUALCOMM Incorporated
Inventor: Yu ZHANG , Hao XU , Chenxi HAO , Qiaoyu LI , Liangming WU , Min HUANG , Kangqi LIU , Chao WEI
Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a user equipment UE) may receive a channel state information (CSI) report configuration, wherein the CSI report configuration identifies a plurality of CSI report types. The UE may transmit a CSI report, associated with a first CSI report type of the plurality of CSI report types, with information indicating a second CSI report type of the plurality of CSI report types. Numerous other aspects are provided.
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公开(公告)号:US20230223984A1
公开(公告)日:2023-07-13
申请号:US18004418
申请日:2020-08-19
Applicant: QUALCOMM Incorporated
Inventor: Wei XI , Chao WEI , Jing DAI , Hao XU , Min HUANG , Liangming WU , Chenxi HAO , Qiaoyu LI , Ruiming ZHENG
CPC classification number: H04B1/713 , H04L5/0012 , H04L5/005
Abstract: In an aspect, a wireless node (e.g., UE or BS) measures, at a first hop of a frequency hopping scheme, a reference signal (RS) on a first sub-band of an effective RS bandwidth, and measures, at a second hop of the frequency hopping scheme, the RS on a second sub-band of the effective RS bandwidth, the first and second sub-bands of the effective RS bandwidth overlapping in part. In another aspect, a UE transmits, at a first hop of a frequency hopping scheme, a reference signal (RS) on a first sub-band of an effective RS bandwidth, and transmits, at a second hop of the frequency hopping scheme, the RS on a second sub-band of the effective RS bandwidth, the first and second sub-bands of the effective RS bandwidth overlapping in part.
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公开(公告)号:US20230209419A1
公开(公告)日:2023-06-29
申请号:US17926557
申请日:2020-07-09
Applicant: QUALCOMM Incorporated
Inventor: Yuwei REN , Liangming WU , Yu ZHANG
CPC classification number: H04W36/00837 , H04W36/0079 , G06N20/00
Abstract: A method of wireless communication by a user equipment (UE), comprises inputting sensor data, captured at the UE, to a local machine learning model. The method also includes extracting features from the sensor data, with the local machine learning model, while anonymizing the sensor data. The method further includes transmitting the features to a base station, and receiving a handover decision from the base station based on the features. A method of wireless communication by abase station inputs anonymized sensor feature data, received from a user equipment (UE), into a network machine learning model. The base station also inputs handover decision information into the network machine learning model. The method further includes inferring a handover decision based on the handover decision information and the anonymized sensor feature data, and transmitting the handover decision to the UE.
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公开(公告)号:US20230145149A1
公开(公告)日:2023-05-11
申请号:US17916948
申请日:2020-07-10
Applicant: QUALCOMM INCORPORATED
Inventor: Kangqi LIU , Changlong XU , Liangming WU , Jian LI , Xipeng ZHU , Hao XU
IPC: H04W72/30 , H04L12/18 , H04W76/40 , H04W72/0446
CPC classification number: H04W72/30 , H04L12/189 , H04W76/40 , H04W72/0446 , H04L2001/0093
Abstract: Methods, systems, and devices for wireless communications are described. One method of dynamically mapping encoded packets may include a base station identifying a set of encoded packets from a set of source packets. The base station may map subsets of the encoded packets onto a first and a second set of resources using different coding rates. In some examples, the base station may schedule one or more resources from the second set of resources for receiving feedback from one or more user equipments (UEs). In some examples, the base station may identify a second set of encoded packets from a second set of source packets and may map the second set of encoded packets onto the second set of resources and a third set of resources. A UE may recover the first or second sets of source packets based on the encoded packets transmitted by the base station.
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公开(公告)号:US20230113651A1
公开(公告)日:2023-04-13
申请号:US17904179
申请日:2020-02-14
Applicant: QUALCOMM Incorporated
Inventor: Chenxi HAO , Chao WEI , Yu ZHANG , Liangming WU , Qiaoyu LI , Hao XU , Mostafa KHOSHNEVISAN , Xiaoxia ZHANG
IPC: H04B7/06
Abstract: Aspects of the present disclosure relate to wireless communications, and more particularly, to techniques for calculating and reporting channel state information (CSI) for time division multiplexed (TDM) based multiple transmission reception point (mTRP) transmissions.
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