Abstract: A method for assessing a cybersecurity risk of a software object includes generating an abstract syntax tree (AST) for a software object, and determining that the AST is insufficient to identify, to a specified confidence level, a cybersecurity risk of the software object. In response to determining that the AST is insufficient to identify the cybersecurity risk of the software object, a graph convolutional neural network (gCNN) is executed, based on the AST, to produce a set of features for the AST and to produce a probability of maliciousness of the software object based on the set of features. A signal representing an alert is sent, based on the probability of maliciousness, if the probability of maliciousness exceeds a pre-defined threshold.

Abstract: The present disclosure relates to a gateway device, wireless extender, method, device and medium. The gateway device comprises: a memory having an instruction stored thereon; and a processor configured to execute the instruction stored on the memory to cause the gateway device to execute the following operation: obtaining a schedule used to automatically turn on or turn off the radio transceiver function of the gateway device; and synchronizing the schedule to the wireless extender that is connected to the gateway device.

Abstract: A monopole-streetlight assembly includes: an elongate monopole having lower and upper ends; a module configured for mounting of telecommunications antennas; the module including an upper plate and a central spine having an upper end that extends above the upper plate; an adapter having a lower sleeve that receives the upper end of the spine and a flange that extends radially outwardly from the sleeve; and a luminaire unit having an arm having a base, the base being secured to the adapter flange, and further having a luminaire mounted opposite the base.

Abstract: In order to provide improved matching of records between different sources, systems and methods include generating a data link between a stored interaction profile of the user and activity data records that identify activities performed by the user. Online interaction data associated with the user is received, including tracking data indicative of online interactions with content. The online interaction data is stored in the stored interaction profile associated with the user. An activity model is used to predict correlation parameters representing groupings of online interactions of the online interaction data with activities performed by the user, where the prediction is based on the tracking data and each activity in the interaction profile. The interaction profile is updated with the groupings and user activities are authenticated based on the interaction profile.

Abstract: An example operation may include a system comprising one or more of receiving a heartbeat failure notification in a VNFCI when the VNFCI is in standby state, sending to a Virtual Network Function Manager (VNFM), by an operational state machine, a next state request message, determining if a peer VNFCI is online when an administrative state of the peer VNFCI is online, determining an operational state of the peer VNFCI when the peer VNFCI is online, sending a first next state response message with a standby state to the VNFCI when the peer VNFCI operational state is active, sending a second next state response with an active state to the VNFCI when the peer VNFCI operational state is not active, examining, in the VNFCI, a next state attribute in a received next state response message, staying in a standby state when the next state attribute is standby, and transitioning to active state when the next state attribute is active.

Abstract: Training a machine learning model (e.g., a neural network model such as a convolutional neural network (CNN) model) so that, when trained, the model can be utilized in processing vision data (e.g., from a vision component of a robot), that captures an object, to generate a rich object-centric embedding for the vision data. The generated embedding can enable differentiation of even subtle variations of attributes of the object captured by the vision data.

Abstract: Systems, interfaces, and methods for implementing the systems and interfaces include a dynamic environment generation subsystem that changes objects and subobjects based on locations of the motion sensors and/or the nature, time and/or location of sensed motion and include selection attractive movement as the selection protocol, where a selection object is used to discriminate between selectable objects and attract a target object toward the selection objects, where the direction and speed of the motion controls, discriminates, attracts, and activates the selected objects.

Abstract: An LED module is described herein. The LED module includes a heatsink with an LED mounting area and a referencing part that is separate from the heatsink. The referencing part is fixed to the heatsink and includes an LED alignment feature and an optical component alignment feature. At least one LED is provided on the LED mounting area of the heatsink and aligned with the LED alignment feature of the referencing part.

Abstract: An electronic personal care device with a housing defining a sealed cavity. A power source positioned within the sealed cavity of the housing. A first circuit board is positioned within the sealed cavity of the housing. A second circuit board positioned outside the sealed cavity and in electrical connection with the power source. A light guide is mounted to the second circuit board. The light guide having a body defining an opening. A light source is positioned within the opening, spaced apart from the light guide and mounted to the circuit board. A transparent adhesive layer is positioned around the light source and on the second circuit board forming water tight seal.

Abstract: A printed circuit board includes first and second surfaces, first and second layers, and first and second vias. The first via extends from a first layer to the second surface and includes a first portion that is on a conductive path between the first layer and the second layer and a second portion that is not on the conductive path. A length of the first portion of the first via is greater than that of the second portion of the first via. The second via extends from the second surface to the second layer. The second via includes a first portion that is on the conductive path between the first layer and the second layer and a second portion that is not on the conductive path. A length of the first portion of the second via is greater than that of the second portion of the second via.

Abstract: A technology to identify processing paths of untrusted input data received by applications that are vulnerable to attacks and to further detect and prevent actual attacks that try to exploit those vulnerabilities is disclosed. Application code is augmented at run-time with sensor code which detects the entry of input-data into the application and further traces the propagation, manipulation and, sanitization of this input-data until its usage in a data sink. The so generated data-flow traces reveal data-flow paths that lack required sanitization measures to neutralize potentially harmful input-data. Such data-flow paths are reported as vulnerabilities. Further, input-data that reaches data-sink interfaces is scanned by data-sink sensors to identify harmful input data. On identification of harmful input data, an attack is reported, and countermeasures are applied to prevent the identified attack.

Abstract: A system is provided for maintaining a safe operating area while also providing a suitable forward bias voltage to drive a laser diode. The system can monitor a voltage that is applied to a laser diode driver using a threshold that is based on the fabrication process of the laser diode driver. For example, a system can utilize a first threshold for a laser diode driver that is fabricated utilizing a 10 nm process and utilize a second threshold for another laser diode driver that is fabricated utilizing a 20 nm process. The threshold can also be based on a color of the laser or a desired operation mode. The system can monitor a voltage applied to a laser diode using different thresholds while controlling a bleed current to ensure that the laser diode is forward biased while mitigating the risk of silicon breakdown of the laser diode driver.

Abstract: An appliance hub for use in an upper portion of an enclosure can include a substrate configured to be positioned in an upper portion of an enclosure. The appliance hub can include a climate control apparatus mounted on the substrate and the climate control apparatus can be configured to regulate a temperature within the enclosure. The appliance hub can include one or more lighting elements configured to provide light within the enclosure, a plurality of fluid lines connected to the substrate and configured to provide fluid service and return to the climate control apparatus, and/or a plurality of electrical connections connected to the substrate and configured to provide electrical power and/or data to at least one of the climate control apparatus and the one or more lighting elements.

Abstract: The technology described herein obfuscates image content using a local neural network and a remote neural network. The local network runs on a local computer system and a remote classifier runs in a remote computing system. Together, the local network and the remote classifier are able to classify images, while the image never leaves the local computer system. In aspects of the technology, the local network receives a local image and creates a transformed object. The transformed object may be generated by processing the image with a local neural network to generate a multidimensional array and then randomly shuffling data locations within a multidimensional array. The transformed object is communicated to the remote classifier in the remote computing system for classification. The remote classifier may not have the seed used to deterministically scramble the spatial arrangement of data within the multidimensional array.

Abstract: A waveguide display includes a substrate transparent to visible light, a first grating on the substrate and configured to couple display light into or out of the substrate, and a phase structure on the substrate and configured to change a polarization state of the display light after or before the display light reaches the first grating. The first grating is characterized by a polarization-dependent diffraction efficiency. The first grating includes, for example, a surface-relief grating or a volume Bragg grating.

Abstract: A system and method of identifying objects is provided. In one aspect, the system and method includes a hand-held device with a display, camera and processor. As the camera captures images and displays them on the display, the processor compares the information retrieved in connection with one image with information retrieved in connection with subsequent images. The processor uses the result of such comparison to determine the object that is likely to be of greatest interest to the user. The display simultaneously displays the images the images as they are captured, the location of the object in an image, and information retrieved for the object.

Abstract: A method of controlling light-off of a catalytic converter in an exhaust system of an internal combustion engine (ICE) includes identifying a start of the ICE requiring a light-off of the catalytic converter. The method also includes regulating an exhaust-flow control valve to increase exhaust gas backpressure in the exhaust system in response to the identified start of the ICE. The method additionally includes regulating combustion inside the ICE to increase enthalpy of the ICE. The method also includes detecting light-off of the catalytic converter. The method additionally includes regulating the exhaust-flow control valve to decrease the exhaust gas backpressure in the exhaust system in response to the catalytic converter light-off. Furthermore, the method includes regulating combustion inside the ICE to decrease ICE enthalpy in response to the catalytic converter light-off. The method may be embodied in an algorithm programmed in an electronic controller of a motor vehicle.

Abstract: One aspect of the present disclosure relates to a system for treating a medical condition in a patient. The system can include a neurostimulator that is in electrical communication with a remote transducer. The neurostimulator can be sized and dimensioned for injection or insertion into a pterygopalatine fossa (PPF) of a patient. The remote transducer, when activated and brought into close proximity to the patient's head, can cause the neurostimulator to deliver an electrical signal to a target neural structure located within the PPF to treat the medical condition.

Abstract: In one embodiment, a computing device may determine a virtual content to be displayed with a scene of a real-world environment. The device may generate an image depicting the virtual content. Using one or more sensors, the device may detect characteristics of the scene of the real-world environment. Based on the image and the characteristics of the scene, the device may determine that a visual enhancement is to be applied to the virtual content depicted in the image to enhance a contrast between the depicted virtual content and the scene. The device may generate a visually-enhanced image depicting the virtual content by applying the visual enhancement to the virtual content depicted in the image. The device may display the visually-enhanced image of the virtual content on a display of the computing device, wherein the scene of the real-world environment is visible through the display.

Abstract: A method for controlling a DAP system is provided that includes calculating a user seal interface height based on an estimated user height, and based thereon determining an attachment carriage height and a usage carriage height different than the user seal interface height. The method also includes driving powered vertical lifts to raise each carriage to an attachment position at the attachment carriage height while the user is in the DAP system through the top opening including raising about the user the seal frame attached to the carriages and thereby raising the top opening attached to the seal frame, and also controlling the lifts to retain the attachment position during user seal attachment and confirming the attachment. Responsive to confirming, the method includes driving the lifts to move each carriage to a usage position at the usage carriage height and inflating the enclosure to an unweighting.