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1. 发明申请

US20220092391A1 SYSTEM AND METHOD OF USING NEUROEVOLUTION-ENHANCED MULTI-OBJECTIVE OPTIMIZATION FOR MIXED-PRECISION QUANTIZATION OF DEEP NEURAL NETWORKS 有权
公开(公告)号：US20220092391A1
公开(公告)日：2022-03-24
申请号：US17544506
申请日：2021-12-07
申请人： Santiago Miret , Vui Seng Chua , Mattias Marder , Mariano J. Phielipp , Nilesh Jain , Somdeb Majumdar
发明人： Santiago Miret , Vui Seng Chua , Mattias Marder , Mariano J. Phielipp , Nilesh Jain , Somdeb Majumdar
IPC分类号： G06N3/04 , G06N3/08
摘要： An apparatus is provided to use NEMO search to train GNNs that can be used for mixed-precision quantization of DNNs. For example, the apparatus generates a plurality of GNNs. The apparatus further generates a plurality of new GNNs based on the plurality of GNNs. The apparatus also generates a sequential graph for a first DNN. The first DNN includes a sequence of quantizable operations, each of which includes quantizable parameters and is represented by a different node in the sequential graph. The apparatus inputs the sequential graph into the GNNs and new GNNs and evaluates outputs of the GNNs and new GNNs based on conflicting objectives of reducing precisions of the quantizable parameters of the first DNN. The apparatus then selects a GNN from the GNNs and new GNNs based on the evaluation. The GNN is to be used for reducing precisions of quantizable parameters of a second DNN.

2. 发明申请

US20220092425A1 SYSTEM AND METHOD FOR PRUNING FILTERS IN DEEP NEURAL NETWORKS 有权
公开(公告)号：US20220092425A1
公开(公告)日：2022-03-24
申请号：US17544598
申请日：2021-12-07
申请人： Santiago Miret , Vui Seng Chua , Mariano J. Phielipp , Nilesh Jain
发明人： Santiago Miret , Vui Seng Chua , Mariano J. Phielipp , Nilesh Jain
IPC分类号： G06N3/08 , G06N3/04
摘要： An apparatus is provided to compress DNNs using filter pruning on a per-group basis. For example, the apparatus accesses a trained DNN that includes a plurality of layers. The apparatus generates a sequential graph representation of the plurality of layers. The sequential graph representation includes a sequence of nodes. Each node is a graph representation of a layer. The apparatus clusters the layers into layer groups. A layer group includes one or more layers. The apparatus determines a pruning ratio for a layer group and prunes the filters of the layers in the layer group based on the pruning ratio. The apparatus may cluster the layers and determine the pruning ratio by using a GNN. The apparatus generates compressed layers from the layers in the layer group through the filter pruning process. The apparatus further updates the DNN by replacing the layers in the layer group with the compressed layers.

3. 发明申请

US20220188576A1 SYSTEM AND METHOD FOR CONTROLLING INTER-AGENT COMMUNICATION IN MULTI-AGENT SYSTEMS 有权
公开(公告)号：US20220188576A1
公开(公告)日：2022-06-16
申请号：US17544718
申请日：2021-12-07
申请人： Varun Kumar Vijay , Hassam Ullah Sheikh , Somdeb Majumdar , Mariano J. Phielipp
发明人： Varun Kumar Vijay , Hassam Ullah Sheikh , Somdeb Majumdar , Mariano J. Phielipp
IPC分类号： G06K9/62 , G06N20/00
摘要： An agent in a multi-agent system is provided with a policy model that controls communication of the agent with other agents in the multi-agent system. The policy model is trained by using MARL. The policy model receives more messages from one or more other agents in the multi-agent system. The policy model generates a reward score based at least on a hidden state of the agent and the one or more messages. The reward score represents an aggregation of a value of sending the message for a task and a cost of sending the message. The policy model determines whether to send the message based on the reward score. After determining to send the message, the policy model generates the message based on the hidden state of the agent and the one or more messages and sends the message to one or more other agents in the multi-agent system.

4. 发明申请

US20150153840A1 COMPUTING SYSTEMS FOR PERIPHERAL CONTROL 有权
标题翻译：外围控制计算系统
公开(公告)号：US20150153840A1
公开(公告)日：2015-06-04
申请号：US14359459
申请日：2013-11-20
申请人： Wendy March , Jameson H. Williams , Mei Lu , Todd S. Harple , Bryan R. Peebler , Benjamin S. Weigand , Mariano J. Phielipp , Min Liu
发明人： Wendy March , Jameson H. Williams , Mei Lu , Todd S. Harple , Bryan R. Peebler , Benjamin S. Weigand , Mariano J. Phielipp , Min Liu
IPC分类号： G06F3/03 , G06F3/16 , H04N5/232
CPC分类号： G06F3/03 , G06F1/1684 , G06F3/017 , G06F3/0346 , G06F3/165 , G06F3/167 , G06F2200/1637 , H04N5/23216 , H04N5/23258
摘要： Embodiments of computing systems, and related methods, are disclosed herein. In some embodiments, a computing system may include a peripheral device (e.g., an image capture device and/or an audio output device) and control logic. The control logic may be coupled with a sensor system and the peripheral device to receive a trigger signal; receive, from the sensor system, one or more interaction signals indicative of a user interaction with the computing system; and, in response to receipt of the trigger signal and the one or more interaction signals, generate a control signal for output to the peripheral device to control operation of the peripheral device. Other embodiments may be disclosed and/or claimed.
摘要翻译：计算系统和相关方法的实施例在此公开。在一些实施例中，计算系统可以包括外围设备（例如，图像捕获设备和/或音频输出设备）和控制逻辑。控制逻辑可以与传感器系统和外围设备耦合以接收触发信号; 从所述传感器系统接收指示与所述计算系统的用户交互的一个或多个交互信号; 并且响应于接收到所述触发信号和所述一个或多个交互信号，产生用于输出到所述外围设备的控制信号以控制所述外围设备的操作。可以公开和/或要求保护其他实施例。

5. 发明申请

US20080309614A1 USER INTERFACE WITH SOFTWARE LENSING FOR VERY LONG LISTS OF CONTENT 有权
标题翻译：用户界面与软件镜头非常长的内容列表
公开(公告)号：US20080309614A1
公开(公告)日：2008-12-18
申请号：US11761874
申请日：2007-06-12
申请人： Randy R. Dunton , Mariano J. Phielipp
发明人： Randy R. Dunton , Mariano J. Phielipp
IPC分类号： G09G5/00
CPC分类号： H04N5/4403 , G06F3/0482 , G06F3/04855 , G06F2203/04805 , H04N21/42204 , H04N21/482 , H04N2005/4428
摘要： A user interface with software tensing may be described. An apparatus may include a user interface module to display an index list, a software lens list, and an aperture box. The index list may represent a list of available options. The software lens list may display a sub-set of the list of available options that coincides with a position of the aperture box on the index list. The apparatus may also include a media lensing module to increase a size of an option in the software lens list when a pointer approaches or coincides with the option. Other embodiments are described and claimed.
摘要翻译：可以描述具有软件张紧的用户界面。装置可以包括用于显示索引列表的用户界面模块，软件镜头列表和光圈盒。索引列表可以表示可用选项的列表。软件镜头列表可以显示与索引列表上的光圈盒的位置一致的可用选项的列表的子集。当指示器接近或与选项一致时，该装置还可以包括媒体透镜模块以增加软件镜头列表中的选项的大小。描述和要求保护其他实施例。

6. 发明申请

US20140109120A1 SYSTEMS, METHODS, AND COMPUTER PROGRAM PRODUCTS FOR CAPTURING NATURAL RESPONSES TO ADVERTISEMENTS 审中-公开
标题翻译：系统，方法和计算机程序产品，用于承担广告响应的自然反应
公开(公告)号：US20140109120A1
公开(公告)日：2014-04-17
申请号：US13994784
申请日：2011-12-14
申请人： Mariano J. Phielipp
发明人： Mariano J. Phielipp
IPC分类号： H04N21/442
摘要： Systems, methods, and computer program products described herein may allow for the capture of a user's reaction to an advertisement. The reaction may be verbal or may take the form of a gesture. Once the reaction is captured, the reaction may be interpreted to infer whether the user's opinion of the advertised product or service is positive. The opinion may be combined with metadata that is associated with the advertisement. The metadata may include the identity of the product or service being advertised and/or may include the identity of the advertiser, i.e., the producer or source of the product or service. The combination of the user's identity information, the metadata, and the user's opinion may collectively represent the user's interest in the advertised product or service. This interest information may be saved in a wish list or shopping list for the user, and may be stored via a network at a location removed from the user, i.e., “in the cloud.” The interest information may then be made accessible to the advertiser and/or to providers of related products or services. The interest information may be used by these advertisers and providers to identify the user as a possible recipient of additional information or advertising related to the advertised product or related products.
摘要翻译：本文描述的系统，方法和计算机程序产品可以允许捕获用户对广告的反应。这个反应可能是口头的，也可能采取一种手势的形式。一旦反应被捕获，反应可以被解释为推断用户对广告产品或服务的意见是否是肯定的。该意见可以与与广告相关联的元数据组合。元数据可以包括正在被广告的产品或服务的身份和/或可以包括广告商的身份，即产品或服务的生产者或来源。用户身份信息，元数据和用户意见的组合可以共同地表示用户对所宣传的产品或服务的兴趣。该兴趣信息可以保存在用户的愿望列表或购物清单中，并且可以经由网络存储在从用户移除的位置，即“在云中”。然后可以使兴趣信息可访问广告商和/或相关产品或服务的提供者。这些广告商和提供者可以使用兴趣信息来将用户识别为与广告产品或相关产品相关的附加信息或广告的可能接收者。

7. 发明授权

US08635638B2 Method of determining profiles for widget channel viewers 失效
标题翻译：确定小部件频道观众的个人资料的方法
公开(公告)号：US08635638B2
公开(公告)日：2014-01-21
申请号：US12889723
申请日：2010-09-24
申请人： Mariano J. Phielipp
发明人： Mariano J. Phielipp
IPC分类号： H04H60/32
CPC分类号： H04N21/25891 , G06F17/30038 , G06F17/30817 , H04N21/4532
摘要： In a digital content entertainment system, attributes vectors storing values for attributes of each of a plurality of widgets installed in the digital content entertainment system are obtained. A profiler component automatically creates at least one profile of a viewer of the digital content entertainment system by performing a spectral clustering process on the attributes vectors. The digital content entertainment system proactively obtains and presents digital content of interest to the viewer on a display of the digital content entertainment system based on the automatically generated viewer profile.
摘要翻译：在数字内容娱乐系统中，获得存储数字内容娱乐系统中安装的多个小部件中的每一个的属性值的属性向量。分析器组件通过对属性向量执行频谱聚类处理来自动创建数字内容娱乐系统的观看者的至少一个简档。数字内容娱乐系统基于自动生成的观看者简档，在数字内容娱乐系统的显示器上主动地获取并呈现感兴趣的数字内容。

8. 发明申请

US20120079516A1 METHOD OF DETERMINING PROFILES FOR WIDGET CHANNEL VIEWERS 失效
标题翻译：确定宽带通道查看器的配置文件的方法
公开(公告)号：US20120079516A1
公开(公告)日：2012-03-29
申请号：US12889723
申请日：2010-09-24
申请人： Mariano J. Phielipp
发明人： Mariano J. Phielipp
IPC分类号： H04N7/00
CPC分类号： H04N21/25891 , G06F17/30038 , G06F17/30817 , H04N21/4532
摘要： In a digital content entertainment system, attributes vectors storing values for attributes of each of a plurality of widgets installed in the digital content entertainment system are obtained. A profiler component automatically creates at least one profile of a viewer of the digital content entertainment system by performing a spectral clustering process on the attributes vectors. The digital content entertainment system proactively obtains and presents digital content of interest to the viewer on a display of the digital content entertainment system based on the automatically generated viewer profile.
摘要翻译：在数字内容娱乐系统中，获得存储数字内容娱乐系统中安装的多个小部件中的每一个的属性值的属性向量。分析器组件通过对属性向量执行频谱聚类处理来自动创建数字内容娱乐系统的观看者的至少一个简档。数字内容娱乐系统基于自动生成的观看者简档，在数字内容娱乐系统的显示器上主动地获取并呈现感兴趣的数字内容。

9. 发明授权

US10791368B2 Systems, methods, and computer program products for capturing natural responses to advertisements 有权
公开(公告)号：US10791368B2
公开(公告)日：2020-09-29
申请号：US13994784
申请日：2011-12-14
申请人： Mariano J. Phielipp
发明人： Mariano J. Phielipp
IPC分类号： H04N21/442 , G06Q30/02
摘要： Systems, methods, and computer program products described herein may allow for the capture of a user's reaction to an advertisement. The reaction may be verbal or may take the form of a gesture. Once the reaction is captured, the reaction may be interpreted to infer whether the user's opinion of the advertised product or service is positive. The opinion may be combined with metadata that is associated with the advertisement. The metadata may include the identity of the product or service being advertised and/or may include the identity of the advertiser, i.e., the producer or source of the product or service. The combination of the user's identity information, the metadata, and the user's opinion may collectively represent the user's interest in the advertised product or service. This interest information may be saved in a wish list or shopping list for the user, and may be stored via a network at a location removed from the user, i.e., “in the cloud.” The interest information may then be made accessible to the advertiser and/or to providers of related products or services. The interest information may be used by these advertisers and providers to identify the user as a possible recipient of additional information or advertising related to the advertised product or related products.

10. 发明授权

US08630963B2 Automatic user identification from button presses recorded in a feature vector 失效
标题翻译：用特征向量记录的按钮按钮自动识别用户
公开(公告)号：US08630963B2
公开(公告)日：2014-01-14
申请号：US13175603
申请日：2011-07-01
申请人： Mariano J. Phielipp , Magdiel F. Galán , Branislav Kveton
发明人： Mariano J. Phielipp , Magdiel F. Galán , Branislav Kveton
IPC分类号： G06F15/18 , G06F17/00 , G06N5/00
CPC分类号： G06F21/316
摘要： Methods, systems and computer program products to allow a user to identify himself to a content provider, without having to explicitly perform a log in process or other identification and authentication process. By manipulating a user device such as a remote control, a profile of the user may be constructed, where the profile includes a representation of how the individual user typically manipulates the device. The profile includes a feature vector that is a function of the number of times that individual buttons are pressed. The construction of the feature vector may be viewed as a training or learning phase. Once the profile and feature vector are constructed, the user's interaction with the device in a subsequent session may be captured and compared with the profile. This may allow identification of the user, in turn allowing content to be tailored in a manner specific to this user.
摘要翻译：方法，系统和计算机程序产品，以允许用户向内容提供者识别自己，而不必显式执行登录过程或其他识别和认证过程。通过操纵诸如遥控器的用户设备，可以构建用户的简档，其中简档包括个人用户通常如何操纵设备的表示。配置文件包括一个特征向量，它是单个按钮按下次数的函数。特征向量的构造可以被视为训练或学习阶段。一旦构建了简档和特征向量，就可以捕获用户与后续会话中的设备的交互，并与简档进行比较。这可以允许用户的识别，反过来允许以特定于该用户的方式来定制内容。

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