公开(公告)号：US12175346B2

公开(公告)日：2024-12-24

申请号：US17584332

申请日：2022-01-25

Applicant: QUALCOMM Incorporated

Inventor： Srinivas Yerramalli ,  Taesang Yoo ,  Rajat Prakash ,  Junyi Li ,  Eren Balevi ,  Hamed Pezeshki ,  Tao Luo ,  Xiaoxia Zhang ,  Aziz Gholmieh

IPC: G06N20/20 ,  H04L1/1829

Abstract: A method of wireless communication by a user equipment (UE) includes receiving, from a network device, a request to initiate gradient computations for a round of federated learning. The method also includes computing gradients in response to receiving the request to initiate gradient computation. The method further includes informing the network device of availability of the gradients. The method still further includes receiving, from the network device, information to enable transfer of the gradients to the network device. The method further includes transferring the gradients to the network device in response to receiving the information to enable transfer.

公开(公告)号：US12143299B2

公开(公告)日：2024-11-12

申请号：US17584345

申请日：2022-01-25

Applicant: QUALCOMM Incorporated

Inventor： Srinivas Yerramalli ,  Taesang Yoo ,  Rajat Prakash ,  Junyi Li ,  Eren Balevi ,  Hamed Pezeshki ,  Tao Luo ,  Xiaoxia Zhang ,  Aziz Gholmieh

IPC: H04L45/00 ,  G06N3/098 ,  G06N20/20 ,  H04L45/52 ,  H04W40/02

Abstract: A method of wireless communication by a user equipment (UE) includes generating, by an upper analog media access control (MAC-A) layer of a protocol stack, a data packet with a header and a data field. The header indicates a neural network identifier (ID) and a request ID. The data field includes gradient data for a federated learning iteration. The method also includes transferring the data packet to lower layers of the protocol stack for transmission to a network device across a wireless network.

公开(公告)号：US12010718B2

公开(公告)日：2024-06-11

申请号：US17158812

申请日：2021-01-26

Applicant: QUALCOMM Incorporated

Inventor： Yue Yang ,  Srinivasan Balasubramanian ,  Aziz Gholmieh ,  Yu-Ting Yu

IPC: H04W72/12 ,  H04W24/08 ,  H04W28/24 ,  H04W72/542 ,  H04W76/10 ,  H04W24/10

CPC classification number: H04W72/542 ,  H04W24/08 ,  H04W28/24 ,  H04W76/10 ,  H04W24/10

Abstract: Methods, systems, and devices for wireless communication are described. A wireless communications system may establish radio bearers for certain data transmissions between a user equipment (UE) and a base station. A radio bearer may be associated with one or more quality of services (QoS) parameters, such as a bit rate. The base station may indicate to the UE a time window over which to average the bit rate. In some examples, a radio bearer may include multiple data flows. The base station may provide information regarding QoS parameters for each data flow in control signaling, such as a grant.

公开(公告)号：US11997693B2

公开(公告)日：2024-05-28

申请号：US17584351

申请日：2022-01-25

Applicant: QUALCOMM Incorporated

Inventor： Srinivas Yerramalli ,  Taesang Yoo ,  Rajat Prakash ,  Junyi Li ,  Eren Balevi ,  Hamed Pezeshki ,  Tao Luo ,  Xiaoxia Zhang ,  Aziz Gholmieh

IPC: H04W72/23 ,  H04L1/00 ,  H04L5/00 ,  H04W52/36 ,  H04W80/02

CPC classification number: H04W72/23 ,  H04L1/0071 ,  H04L5/0051 ,  H04W52/365 ,  H04W80/02

Abstract: A method of wireless communication by a user equipment (UE) includes receiving an uplink grant from a network device. The method also includes determining, by a lower analog media access control (MAC-A) layer of an analog data communications stack, a quantity of analog neural network gradients to transmit in a data packet using resources allocated by the uplink grant. The determining is based on an analog physical (PHY-A) layer encoding scheme and the resources allocated by the uplink grant. The method further includes segmenting the analog neural network gradients into the data packet. The method still further includes transferring the data packet to the PHY-A layer for transmission to the network device across a wireless network.

公开(公告)号：US20240114364A1

公开(公告)日：2024-04-04

申请号：US17956200

申请日：2022-09-29

Applicant: QUALCOMM Incorporated

Inventor： Rajeev Kumar ,  Gavin Bernard Horn ,  Aziz Gholmieh

IPC: H04W24/08 ,  H04W24/02

CPC classification number: H04W24/08 ,  H04W24/02

Abstract: Methods, systems, and devices for wireless communications are described. The method may include a user equipment (UE) may receive a control signal indicating an event trigger for reporting a performance parameter associated with a machine learning model. Further, the UE may receive one or more signals indicating input data for monitoring a performance of the machine learning model by the UE. Upon detecting the event trigger, the UE may transmit a report comprising the performance parameter.

公开(公告)号：US11895666B2

公开(公告)日：2024-02-06

申请号：US17446400

申请日：2021-08-30

Applicant: QUALCOMM Incorporated

Inventor： Wei Yang ,  Jay Kumar Sundararajan ,  Hwan Joon Kwon ,  Aziz Gholmieh ,  Krishna Kiran Mukkavilli ,  Tingfang Ji ,  Naga Bhushan

IPC: H04W72/23 ,  H04W72/1263 ,  H04L1/00 ,  H04L1/1812

CPC classification number: H04W72/23 ,  H04L1/0025 ,  H04L1/1812 ,  H04W72/1263

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 grant for a communication with the base station. The UE may determine whether the communication is associated with a hybrid automatic repeat request (HARQ)-based transmission mode or a HARQ-less transmission mode. The UE may communicate with the base station based at least in part on the grant and the determination of whether the communication is associated with the HARQ-based transmission mode or the HARQ-less transmission mode. Numerous other aspects are described.

公开(公告)号：US20230345473A1

公开(公告)日：2023-10-26

申请号：US18304165

申请日：2023-04-20

Applicant: QUALCOMM Incorporated

Inventor： Yuchul Kim ,  Linhai He ,  Huilin Xu ,  Jay Kumar Sundararajan ,  Nicolas Cornillet ,  Adrien Raphael Julian Pouille ,  Diana Maamari ,  Aziz Gholmieh ,  Peter Gaal

IPC: H04W72/1268 ,  H04W72/23

CPC classification number: H04W72/1268 ,  H04W72/23

Abstract: Methods, systems, and devices for wireless communications are described. In some systems, a user equipment (UE) and a network entity may support a configured grant (CG)-specific retransmission timer configuration based on a traffic type to be communicated using a given CG. For example, the network entity may indicate a CG for uplink transmissions and may indicate a retransmission timer that is specific to the CG. As such, the UE may transmit a data message in accordance with the CG and may select a time period during which to monitor a downlink control channel for control information indicating a retransmission request for the data message in accordance with a value of the retransmission timer. Additionally, or alternatively, the UE and the network entity may support a downlink-to-uplink configuration dependency for determining an uplink periodicity of a CG based on a downlink periodicity.

公开(公告)号：US20230274194A1

公开(公告)日：2023-08-31

申请号：US17584332

申请日：2022-01-25

Applicant: QUALCOMM Incorporated

Inventor： Srinivas YERRAMALLI ,  Taesang YOO ,  Rajat PRAKASH ,  Junyi LI ,  Eren BALEVI ,  Hamed PEZESHKI ,  Tao LUO ,  Xiaoxia ZHANG ,  Aziz Gholmieh

IPC: G06N20/20 ,  H04L1/18

CPC classification number: G06N20/20 ,  H04L1/1835

Abstract: A method of wireless communication by a user equipment (UE) includes receiving, from a network device, a request to initiate gradient computations for a round of federated learning. The method also includes computing gradients in response to receiving the request to initiate gradient computation. The method further includes informing the network device of availability of the gradients. The method still further includes receiving, from the network device, information to enable transfer of the gradients to the network device. The method further includes transferring the gradients to the network device in response to receiving the information to enable transfer.

公开(公告)号：US20230239239A1

公开(公告)日：2023-07-27

申请号：US17584345

申请日：2022-01-25

Applicant: QUALCOMM Incorporated

Inventor： Srinivas YERRAMALLI ,  Taesang YOO ,  Rajat PRAKASH ,  Junyi LI ,  Eren BALEVI ,  Hamed PEZESHKI ,  Tao LUO ,  Xiaoxia ZHANG ,  Aziz Gholmieh

IPC: H04L45/00 ,  H04L45/52 ,  H04W40/02 ,  G06N20/20

CPC classification number: H04L45/66 ,  G06N20/20 ,  H04L45/52 ,  H04W40/02

Abstract: A method of wireless communication by a user equipment (UE) includes generating, by an upper analog media access control (MAC-A) layer of a protocol stack, a data packet with a header and a data field. The header indicates a neural network identifier (ID) and a request ID. The data field includes gradient data for a federated learning iteration. The method also includes transferring the data packet to lower layers of the protocol stack for transmission to a network device across a wireless network.

公开(公告)号：US11477708B2

公开(公告)日：2022-10-18

申请号：US16445926

申请日：2019-06-19

Applicant: QUALCOMM Incorporated

Inventor： Xipeng Zhu ,  Masato Kitazoe ,  Tom Chin ,  Gavin Bernard Horn ,  Haris Zisimopoulos ,  Shyamal Ramachandran ,  Min Wang ,  Aziz Gholmieh ,  Ajith Payyappilly ,  Luis Fernando Brisson Lopes

IPC: H04W36/00 ,  H04L5/14 ,  H04M7/00 ,  H04W8/24 ,  H04W72/04 ,  H04W8/22

Abstract: Methods, systems, and devices for wireless communications are described that provide for a user equipment (UE) to report packet switched voice call capabilities to a base station. The UE may explicitly report voice call capabilities via one or more system-level parameters that are transmitted to the base station. The base station may operate in a first radio access network (RAN), such as a 5G or new radio (NR) RAN. In cases where the UE indicates a capability for packet switched voice calls via the first RAN, one or more voice calls may be established with the UE via the first RAN. In cases where the UE indicates that it is not capable of packet switched voice calls via the first RAN, the UE may fall back to a different RAN (e.g., a 4G or LTE RAN, a 3G RAN, or a 2G RAN) for voice calls.