Abstract: Example quantization-based approximate nearest neighbors (ANN) search methods and systems (e.g., search engines) are tuned to perform at the speed-recall pareto frontier. With a desired search cost or recall as input, embodiments employ Lagrangian-based methods to perform constrained optimization on theoretically-grounded search cost and recall models. The resulting tunings, when paired with the efficient quantization-based ANN implementation of the embodiments, exhibit excellent performance on standard benchmarks while requiring minimal tuning or configuration complexity.

Abstract: An exit device located in a door frame having a door strike including a latchbolt assembly, a pushbar assembly, and a link assembly. The latchbolt assembly includes an extended position configured to engage the door strike, and a retracted position configured to move past the door strike. The pushbar assembly moves from a released position to a pressed position to move the latchbolt assembly from the extended position to the retracted position. The link assembly is operatively connected to the pushbar assembly and includes a security link having an elongated aperture and a pin configured to extend through the elongated aperture about which the security link rotates. A keeper surrounds the pin and supports the security link for rotation. In the event of extreme heat, the keeper melts and the security link moves to a position to substantially prevent opening of the door.

Abstract: The disclosure generally relates to a mattress thermal management system, for example a mattress cooling and/or heating system and in particular incorporating an airflow spacer and/or a suction- and/or discharge-based cooling and/or heating system. Deck-mounted fans beneath a mattress operate in various embodiments to induce a uniform suction flow, a uniform discharge flow, and/or a combined suction/discharge (circulating) flow that enhances the cooling and/or heating rate of the mattress. The mattress thermal management system can be incorporated into a conventional mattress/bed system or into an adjustable bed system. Further, the mattress thermal management system including an airflow spacer can be incorporated into a cover for a conventional mattress foundation or adjustable bed foundation. In another aspect, the disclosure relates to a remote control that controls an adjustable bed and is configured with a children's safety lock feature.

Abstract: A heat management system for air-cooled engines suitable to power yard care equipment or vehicles. The system may generally comprise an engine, a blower configured to blow ambient cooling air across the engine, and an exhaust system comprising an exhaust header and a muffler. The exhaust header has an inlet end which receives heated exhaust gas from the engine and an outlet end fluidly coupled to the muffler. An air control baffle is configured to redirect a portion of the cooling air from the blower towards the exhaust header and the muffler to enhance cooling the exhaust system. The system may further include an outermost protective shield exposed to equipment operators and an inner heat barrier or shield located between the muffler and protective shield. The system is designed to ameliorate both radiative and convective sources of heat transfer to maintain the protective shield at temperatures below established industry standards.

Abstract: A system and method for enhancing searching capabilities is disclosed. The system and method can receive an image and metadata associated with the image. An intensity map of a grayscale vector may be generated corresponding to the image. An HTML code snippet may be placed at a coordinate location within the image and a browsing activity associated with the image may be detected. The HTML code snippet may be activated in response to detecting the browsing activity at a coordinate location. An interactive page may be rendered on a user interface, the interactive page including the image and the metadata associated with the image. The code snippet output may be correlated with the metadata to generate image browsing track data. A user browsing profile may be generated including the image browsing track data.

Abstract: A method for providing document category recommendations may include training a machine learning algorithm; receiving, from a user, a selection of an anchor document; retrieving a user co-viewing sequence; generating, via the trained machine learning algorithm, a sequence embeddings set based on the anchor document and the user co-viewing sequence; comparing the generated embeddings set to respective embeddings for a plurality of candidate sets; determining the candidate set closest to the generated embeddings; and presenting at least one category from the closest candidate set.

Abstract: Aspects of the disclose provide methods and an apparatus for video and/or image coding. The apparatus includes processing circuitry that receive a bitstream including a frame. Coding information for a block in the frame indicates that the block is coded with a joint motion vector difference (JMVD) coding mode and a compound weighted prediction mode. The coding information includes scaling factor information of the JMVD coding mode. If the scaling factor information indicates that each of scaling factors of components of at least one MVD associated with at least one respective reference frame of the block is a pre-defined scaling factor, a weighting factor of the compound weighted prediction mode is determined based on a list of weighting factors. Otherwise, the weighting factor of the compound weighted prediction mode is determined based on a subset of the list of weighting factors.

Abstract: A vehicle body structure includes a vehicle pillar and a unitized reinforcement member. The vehicle pillar includes an inner panel and an outer panel secured to the inner panel to form an internal cavity. The unitized reinforcement member is disposed within the internal cavity of the vehicle pillar and extends along a longitudinal direction of the vehicle pillar. The unitized reinforcement member includes an inner panel portion spaced apart from the inner panel, an outer panel portion coupled to an inner surface of the outer panel, and a connecting portion connecting the inner panel portion and the outer panel portion.

Abstract: Various vehicle systems are proposed for facilitating access to and utilization of motor vehicle cargo spaces. The vehicle systems may include deployable stairgate systems, deployable step systems, cargo bed swing door systems, etc. The vehicle systems allow the cargo spaces to be accessed from a variety of positions relative to the cargo space.

Abstract: The technology involves communicating the reachability status associated with an autonomous vehicle to a user such as a rider within the vehicle, a person awaiting pickup, or a customer that scheduled a package deliver. Reachability information about pickup and/or drop off locations is presentable via an app on a user device, which helps set expectations with customers about where the vehicle is most likely to be able to perform a pickup and/or drop off. This may include indicating how much variance there may be based on current congestion, parking or idling regulations, or weather conditions. The reachability information may be presented via one or more visualization tools to indicate the uncertainty and/or likely final location. Presenting such contextual information may be done based on real time information, and the presentation may be updated as needed. Historical information about the location may also be used to lower the level of uncertainty.

Abstract: In one set of embodiments, a computer system can determine that a window for an application running on the computer system has become locked by the application while the window is minimized. In response, the computer system can change a preview image associated with the application to an icon or to a different image. Further, after changing the preview image, the computer system can determine that the window has been restored or maximized. In response, the computer system can cause the preview image to once again reflect a current visual state of the window.

Abstract: Embodiments of the present disclosure may include a shipping tray for a chair having a plurality of legs including a top side, bottom side, front support, rear support, first side support, second side support, a central brace, a plurality of holders, and a plurality of structural ribs. Embodiments may also include a shipping tray system, and a method of stacking a chair having a plurality of legs on the shipping tray.

Abstract: This disclosure details windshield heating systems for induction heating windshield camera viewing zones. An exemplary windshield heating system may include a first inductive heating element imbedded within a thermoplastic layer of the windshield and a second inductive heating element mounted between a glass layer of the windshield and a camera bracket. The first and second inductive heating elements establish a wireless connection for heating the camera viewing zone of the windshield.

Abstract: Systems and methods for depth detection and virtual modeling using surgical robots during a surgical procedure are described. The robotic surgical systems include robotic arms with interchangeable surgical tools. An endoscope at the end of one of the robotic arms includes a depth sensor for detecting a distance from the camera to patient anatomy. The depth data and image data are used to generate a feature model of the patient anatomy for reference by a surgeon. The feature model is displayed to the surgeon in an augmented reality view with preoperative and intraoperative images mapped thereon for reference and guidance of a surgical procedure.

Abstract: Various embodiments relate to mobile units. A mobile unit may include a number of electronic devices including a processor, a number of loads, and a modem. The mobile unit may further include a circuit board including the processor and logic configured to reset the processor, at least one load of the number of loads, and/or the modem responsive to receipt of a reset signal. The circuit board may also include a power switch-over circuit coupled to the processor and the logic and configured to switch power to at least some of the number of electronic devices from a primary battery to a secondary battery or from the secondary battery to the primary battery. Further, the circuit board may include a charge controller coupled to the secondary battery and configured to limit an amount of current conveyed to the secondary battery. Associated devices and methods are also disclosed.

Abstract: A server system is provided that includes one or more processors configured to execute a platform for an online multi-user chat service that communicates with a plurality of client devices of users of the online multi-user chat service that exchanges user chat data between the plurality of client devices. The one or more processors are configured to execute a user chat filtering program that performs filter actions for user chat data exchanged on the platform for the online multi-user chat service. The user chat filtering program includes a plurality of trained machine learning models and a filter decision service that determines a filter action to be performed for target portions of user chat data based on output of the plurality of trained machine learning models for those target portions of user chat data.

Abstract: The disclosed embodiments include computerized methods, systems, and devices, including computer programs encoded on a computer storage medium, for integrating voice-based interaction and control into a native graphical user interface (GUI) of an executed application. For example, a communications device may obtaining component data identifying a plurality of components of a voice-user interface from a computing system maintained by a voice-service provider, and may execute an application linked to a corresponding one of the components of the voice-user interface. The communications device may generate the native GUI based on an output of the executed application, and may generate an interface element representative of the corresponding one of the components of the voice-user interface. The communications device may present the generated interface element within the native GUI, which may embed the corresponding component of the voice-user interface into the native GUI.

Abstract: Techniques and apparatuses are described for machine-learning architectures for broadcast and multicast communications. A network entity processes broadcast or multicast communications using a deep neural network (DNN) to direct the one or more broadcast or multicast communications to a targeted group of user equipments (UEs) using the wireless communication system. The network entity receives feedback from at least one user equipment (UE) of the targeted group of UEs. The network entity determines a modification to the DNN based on the feedback. The network entity transmits an indication of the modification to the targeted group of UEs. The network entity updates the DNN with the modification to form a modified DNN. The network entity processes the broadcast or multicast communications using the modified DNN to direct the broadcast or multicast communications to the targeted group of UEs using the wireless communication system.

Abstract: Systems and methods for administering trade orders are described. An embodiment comprises receiving, from a first server operated by a first trader, a communication including a first trade order and one or more selection criteria, the first trade order including at least one of a specified instrument, a specified quantity, and a specified price; determining that a database of trade orders does not contain a trade order matching the first trade order; identifying a plurality of traders satisfying the selection criteria; sending, to a plurality of second servers, a query including at least one of the specified instrument, the specified quantity, and the specified price; receiving, from a one of the plurality of second servers operated on behalf of a second trader, a positive response to the query; and facilitating execution of a trade between the first trader and the second trader for the specified instrument at the specified price.

Abstract: Vehicle subframes and methods of producing the same are disclosed. An example apparatus includes a subframe of a vehicle including longitudinal members, and lateral extensions extending from the longitudinal members, the lateral extensions extending outward from a longitudinal centerline of the vehicle, outer edges of the lateral extensions including contours to avoid turn radii of steerable tires of the vehicle.