LEARNED THRESHOLD PRUNING FOR DEEP NEURAL NETWORKS

    公开(公告)号:WO2021072338A1

    公开(公告)日:2021-04-15

    申请号:PCT/US2020/055167

    申请日:2020-10-10

    Abstract: A method for pruning weights of an artificial neural network based on a learned threshold includes determining a pruning threshold for pruning a first set of pre-trained weights of multiple pre-trained weights based on a function of a classification loss and a regularization loss. The first set of pre-trained weights is pruned in response to a first value of each pre-trained weight in the first set of pre-trained weights being greater than the pruning threshold. A second set of pre-trained weights of the multiple pre-trained weights is fine-tuned or adjusted in response to a second value of each pre-trained weight in the second set of pre-trained weights being greater than the pruning threshold.

    USING LINK METRICS AND MOTION STATE FOR EARLY WLAN - WWAN HANDOVER
    3.
    发明申请
    USING LINK METRICS AND MOTION STATE FOR EARLY WLAN - WWAN HANDOVER 审中-公开
    使用LINK METRICS和MOTION STATE进行早期WLAN - WWAN切换

    公开(公告)号:WO2015164114A1

    公开(公告)日:2015-10-29

    申请号:PCT/US2015/025559

    申请日:2015-04-13

    CPC classification number: H04W36/32 H04W36/0083 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有关的信息来通知移动设备的切换决定的方法,系统和设备。 在一个方面,一种方法可以包括获得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,例如与移动设备是否正在移出网络覆盖区域(例如WLAN)有关的预测信息 ,到WWAN或另一个WLAN。 移动设备然后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之前和/或在与服务网络的连接质量低于连接质量阈值之前参与切换。

    METHODS AND APPARATUSES FOR DETECTING MOTION DISORDER SYMPTOMS BASED ON SENSOR DATA
    6.
    发明申请
    METHODS AND APPARATUSES FOR DETECTING MOTION DISORDER SYMPTOMS BASED ON SENSOR DATA 审中-公开
    用于检测基于传感器数据的运动障碍症状的方法和装置

    公开(公告)号:WO2017031140A1

    公开(公告)日:2017-02-23

    申请号:PCT/US2016/047238

    申请日:2016-08-17

    Abstract: Disclosed are techniques for determining a severity of motion disorder symptoms by receiving sensor data from one or more sensors, determining that the sensor data represents one or more activities of daily life (ADLs) of a user, assigning one or more probabilities to the one or more determined ADLs, each probability of the one or more probabilities indicating a confidence level that the sensor data represents a corresponding ADL, and providing the sensor data and the one or more probabilities to a motion disorder symptom scoring module that generates one or more scores for the one or more determined ADLs based on the sensor data, each score of the one or more scores indicating the severity of the motion disorder symptoms for a corresponding ADL, and combines the one or more scores and the one or more probabilities to generate an aggregated severity score for the motion disorder symptoms.

    Abstract translation: 公开了通过从一个或多个传感器接收传感器数据来确定运动障碍症状的严重性的技术,确定传感器数据表示用户的一个或多个日常生活活动(ADL),将一个或多个概率分配给一个或多个 更确定的ADL,所述一个或多个概率的每个概率指示所述传感器数据表示对应的ADL的置信水平,以及将所述传感器数据和所述一个或多个概率提供给运动障碍症状评分模块,所述运动障碍症状评分模块为 所述一个或多个确定的ADL基于所述传感器数据,所述一个或多个评分的每个评分指示相应ADL的运动障碍症状的严重性,并且组合所述一个或多个分数与所述一个或多个概率以生成聚合 运动障碍症状严重程度评分。

    CALENDAR MATCHING OF INFERRED CONTEXTS AND LABEL PROPAGATION

    公开(公告)号:WO2013169794A3

    公开(公告)日:2013-11-14

    申请号:PCT/US2013/039969

    申请日:2013-05-07

    Abstract: Methods, systems, computer-readable media, and apparatuses for calendar matching of inferred contexts are described. In one potential embodiment, a mobile device may use context information to generate a calendar of inferred contexts. Label information from raw calendar data may be used to update an inferred context within a calendar of inferred contexts. Additionally, the label may be propagated to future contexts and entries in an inferred context calendar.

    SCAN CHANNEL REDUCTION TO IMPROVE WI-FI SYSTEM POWER
    8.
    发明申请
    SCAN CHANNEL REDUCTION TO IMPROVE WI-FI SYSTEM POWER 审中-公开
    扫描通道减少以改善无线电系统的功率

    公开(公告)号:WO2016099832A1

    公开(公告)日:2016-06-23

    申请号:PCT/US2015/062544

    申请日:2015-11-24

    CPC classification number: H04W48/20 H04B17/26 H04B17/318 H04W36/0083 H04W48/16

    Abstract: A system and method are disclosed that may selectively switch a station's association from a first AP to a second AP based, at least in part, on whether an indication of first RSSI values for the first AP is greater than an indication of second RSSI values for the second AP by more than a difference value. For some embodiments, the difference value may be dynamically adjusted based, at least in part, on the first RSSI values, on a connection history of the station, and/or on a user selection.

    Abstract translation: 公开了一种系统和方法,其可以至少部分地基于第一AP的第一RSSI值的指示是否大于第二RSSI值的指示来选择性地将站的关联从第一AP切换到第二AP, 第二个AP超过差值。 对于一些实施例,差值可以至少部分地基于第一RSSI值,在站的连接历史上和/或用户选择上进行动态调整。

    USING MOTION TO IMPROVE LOCAL WIRELESS NETWORK CONNECTIVITY
    9.
    发明申请
    USING MOTION TO IMPROVE LOCAL WIRELESS NETWORK CONNECTIVITY 审中-公开
    使用运动来提高本地无线网络连接性

    公开(公告)号:WO2014160007A1

    公开(公告)日:2014-10-02

    申请号:PCT/US2014/025614

    申请日:2014-03-13

    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期满和/或接收信号强度指示符(RSSI)是否低于阈值,并且如果用户设备处于运动状态并且周期性 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
    10.
    发明申请
    SYSTEMS AND METHODS FOR SHARING CONTEXT INFORMATION IN A NEIGHBOR AWARE NETWORK 审中-公开
    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:WO2014150868A1

    公开(公告)日:2014-09-25

    申请号:PCT/US2014/024428

    申请日:2014-03-12

    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。

Patent Agency Ranking