Efficient inferencing with piecewise pointwise convolution

    公开(公告)号:US11580356B2

    公开(公告)日:2023-02-14

    申请号:US16932496

    申请日:2020-07-17

    Abstract: Certain aspects of the present disclosure provide techniques for performing piecewise pointwise convolution, comprising: performing a first piecewise pointwise convolution on a first subset of data received via a first branch input at a piecewise pointwise convolution layer of a convolutional neural network (CNN) model; performing a second piecewise pointwise convolution on a second subset of data received via a second branch input at the piecewise pointwise convolution layer; determining a piecewise pointwise convolution output by summing a result of the first piecewise pointwise convolution and a result of the second piecewise pointwise convolution; and providing the piecewise pointwise convolution output to a second layer of the CNN model.

    USING LINK METRICS AND MOTION STATE FOR EARLY WLAN - WWAN HANDOVER
    4.
    发明申请
    USING LINK METRICS AND MOTION STATE FOR EARLY WLAN - WWAN HANDOVER 审中-公开
    使用链接度量和运动状态为早期WLAN - WWAN切换

    公开(公告)号:US20150304929A1

    公开(公告)日:2015-10-22

    申请号:US14258872

    申请日:2014-04-22

    CPC classification number: H04W36/32 H04W36/00837 H04W84/12

    Abstract: Methods, systems, and devices are described for using information relating to a motion state of a mobile device to inform a handover decision of the mobile device. In one aspect, a method may include obtaining motion state information of the mobile device and, based on the motion state information, generating predictive information, for example relating to whether the mobile device is moving out of a network coverage area, such as a WLAN, to a WWAN or another WLAN. The mobile device may then participate in a handover based on the predictive information. In one aspect, the mobile device may participate in the handover prior to disconnection with a serving network and/or prior to a connection quality with the serving network falling below a connection quality threshold.

    Abstract translation: 描述了使用与移动设备的运动状态相关的信息来通知移动设备的切换决定的方法,系统和设备。 一方面,一种方法可以包括:获取移动设备的运动状态信息,并且基于运动状态信息,生成预测信息,例如涉及移动设备是否移出网络覆盖区域,例如WLAN ,到WWAN或另一个WLAN。 然后,移动设备可以基于预测信息参与切换。 在一个方面,移动设备可以在与服务网络断开连接之前和/或在服务网络的连接质量低于连接质量阈值之前参与切换。

    Using motion to improve local wireless network connectivity
    6.
    发明授权
    Using motion to improve local wireless network connectivity 有权
    使用运动来改善本地无线网络连接

    公开(公告)号:US09380520B2

    公开(公告)日:2016-06-28

    申请号:US13937163

    申请日:2013-07-08

    Abstract: The disclosure is directed to using motion to reduce unnecessary scans for local wireless networks. An aspect determines whether or not a motion state change event of a user device indicates a change from a moving motion state to a stationary motion state, and if the motion state change event indicates a change from a moving motion state to a stationary motion state, ignoring the motion state change event. An aspect of the disclosure is directed to using motion to reduce latency of scanning for local wireless networks. An aspect determines whether or not a user device is in motion, determines whether or not a periodic scan timer has expired and/or a received signal strength indicator (RSSI) is below a threshold, and if the user device is in motion and the periodic scan timer has expired or the RSSI is below the threshold, scanning for a local wireless network.

    Abstract translation: 本公开涉及使用运动来减少对本地无线网络的不必要的扫描。 一方面确定用户装置的运动状态改变事件是否指示从移动运动状态到静止运动状态的改变,并且如果运动状态改变事件指示从运动状态到稳定运动状态的改变, 忽略运动状态变化事件。 本公开的一个方面涉及使用运动来减少用于本地无线网络的扫描的等待时间。 一方面确定用户设备是否在运动中,确定周期性扫描定时器是否已经到期,和/或接收到的信号强度指示符(RSSI)是否低于阈值,并且如果用户设备运动并且周期性 扫描定时器已过期或RSSI低于阈值,扫描本地无线网络。

    SYSTEMS AND METHODS FOR SHARING CONTEXT INFORMATION IN A NEIGHBOR AWARE NETWORK
    7.
    发明申请
    SYSTEMS AND METHODS FOR SHARING CONTEXT INFORMATION IN A NEIGHBOR AWARE NETWORK 有权
    用于在邻里网络中共享上下文信息的系统和方法

    公开(公告)号:US20140269658A1

    公开(公告)日:2014-09-18

    申请号:US14205141

    申请日:2014-03-11

    Abstract: Systems and methods share context information on a neighbor aware network. In one aspect, a context providing device receives a plurality of responses to a discovery query from a context consuming device, and tailors services it offers to the context consuming device based on the responses. In another aspect, a context providing device indicates in its response to a discovery query which services or local context information it can provide to the context consuming device, and also a cost associated with providing the service or the local context information. In some aspects, the cost is in units of monetary currency. In other aspects, the cost is in units of user interface display made available to an entity associated with the context providing device in exchange for the services or local context information offered to the context consuming device.

    Abstract translation: 系统和方法在邻居感知网络上共享上下文信息。 在一个方面,上下文提供设备从上下文消耗设备接收对发现查询的多个响应,并且基于响应来定制其向上下文消耗设备提供的服务。 在另一方面,上下文提供设备在其对发现查询的响应中指示其可以提供给上下文消费设备的哪些服务或本地上下文信息,以及与提供服务或本地上下文信息相关联的成本。 在某些方面,成本是货币单位。 在其他方面,成本是以与用于上下文提供设备相关联的实体可用的用户界面显示为单位,以交换提供给上下文消费设备的服务或本地上下文信息。

    AGGREGATE CONTEXT INFERENCES USING MULTIPLE CONTEXT STREAMS
    8.
    发明申请
    AGGREGATE CONTEXT INFERENCES USING MULTIPLE CONTEXT STREAMS 有权
    使用多个上下文条件聚合上下文感受

    公开(公告)号:US20130297547A1

    公开(公告)日:2013-11-07

    申请号:US13799337

    申请日:2013-03-13

    CPC classification number: G06N5/02 H04M1/72563 H04M2250/12

    Abstract: Methods, systems, computer-readable media, and apparatuses for inferring context are provided. In one potential implementation, first context information associated with a first duration is identified, second context information is accessed to determine a context segmentation boundary; and the first context information and the second context information is then aggregated to generate an inferred segmented aggregated context. In a further implementation, the first context information is used to average inferred contexts, and the context segmentation boundary is used to reset a start time for averaging the first context information.

    Abstract translation: 提供了用于推断上下文的方法,系统,计算机可读介质和装置。 在一个潜在实现中,识别与第一持续时间相关联的第一上下文信息,第二上下文信息被访问以确定上下文分段边界; 然后聚合第一上下文信息和第二上下文信息以生成推断的分段聚合上下文。 在进一步的实现中,第一上下文信息用于平均推断的上下文,并且使用上下文分段边界来重置用于平均第一上下文信息的开始时间。

    Power state control of a mobile device

    公开(公告)号:US10732694B2

    公开(公告)日:2020-08-04

    申请号:US15713254

    申请日:2017-09-22

    Abstract: A method of operating a shared resource in a mobile device includes extracting a set of features from a plurality of subsystems of the mobile device. The set of features may be extracted from each subsystem of the plurality of subsystems requesting services from one or more shared resources of the mobile device. One or more parameter of the shared resource(s) may be determined based on the extracted set of features from the plurality of subsystems. The shared resource(s) may be operated based on the determined parameter(s).

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