Abstract: Systems and methods are described for recommending security groups using graph-based learning models. A server can create a network graph that illustrates network flows between devices in a network and security groups that the devices belong to. The network graph can include nodes that represent the devices and security groups. The server can apply a graph-based learning model to learn embeddings of the nodes and create vectors using the embeddings. Using vectors of two nodes, the server can calculate a vector that represents an edge between the two nodes. The server can apply a binary classifier determine whether the edge should exist. A “true” classification between two nodes can indicate that they should be able to communicate, and vice versa. A “true” classification between a device node and a security group node can indicate that the device should be assigned to the security group, and vice versa.

Abstract: A spatial audio processing system operable to enable audio signals to be spatially extracted from, or transmitted to, discrete locations within an acoustic space. Embodiments of the present disclosure enable an array of transducers being installed in an acoustic space to combine their signals via inverting physical and environmental models that are measured, learned, tracked, calculated, or estimated. The models may be combined with a whitening filter to establish a cooperative or non-cooperative information-bearing channel between the array and one or more discrete, targeted physical locations in the acoustic space by applying the inverted models with whitening filter to the received or transmitted acoustical signals. The spatial audio processing system may utilize a model of the combination of direct and indirect reflections in the acoustic space to receive or transmit acoustic information, regardless of ambient noise levels, reverberation, and positioning of physical interferers.

Abstract: A pouch includes first and second multilayered sidewalls each having a first surface and a second surface, the first and second multilayered sidewalls being connected together to define an interior space of the pouch between the first and second multilayered sidewalls, and a mouth defining an opening into the interior space. The multilayered sidewalls have an inner surface that is configured to be in contact with one or more objects contained within the pouch. A portion of the multilayered sidewall comprises a compound insulating layer. A portion of the multilayered sidewalls that comprises the inner surface is formed from an antibacterial material. An outer wrapping is formed from a water resistant material.

Abstract: A system includes a first device, a second device, and garment. The garment has an elastic region that is configured to receive the first and second devices so that, when the garment is worn by a subject, the first and second devices are positioned at a respective one of a pair of neck veins of the subject. The first and second devices and/or the elastic region apply a compressive pressure to the pair of neck veins while the garment is worn.

Abstract: Exemplary systems and methods are disclosed for allocating resources in a breeding pipeline to multiple origins. One exemplary method includes accessing a data structure including data representative of multiple origins, in which the data includes, for each of the multiple origins, a trait performance expression or genotypic component information. The exemplary method further includes determining a resource allocation, which allocates n resources among the multiple origins based on a probability associated with the trait performance expressions and/or the genotypic components for the origins, and then allocating the n resources in the breeding pipeline for the multiple origins, based on the determined resource allocation.

Abstract: A barbell includes a rotational body including a bar, a sleeve assembly having a sleeve with a bore, where a portion of the bar is received through the axial bore, a proximal bushing received in the bore and having a passage receiving the bar, a distal bushing received in the bore and having a cavity receiving a portion of the body. The proximal bushing has a first outer surface engaging the sleeve and a first inner surface engaging the bar within the passage. The distal bushing has a second outer surface engaging the sleeve and a second inner surface engaging the portion of the body within the cavity. The proximal bushing and the distal bushing permit the sleeve assembly to rotate around the body, and at least one of the first inner and outer surfaces and at least one of the second inner and outer surfaces are polymer surfaces.

Abstract: An impact mill using hammers to strike particles and reduce their size as the material progresses through a grinding chamber. Baffles are provided in the grinding chamber, adjacent the interior wall thereof, concentrically about the drive shaft of the mill. The baffles are adjacent to the hammers in the area of hammer sweep and form a path for the material using the flow of air through the mill and the swing of hammers to keep material from falling within the mill and remaining in the hammer sweep area. A variable speed motor varies the rate of movement of the hammers to increase or decrease the rate of strike of hammers to more efficiently and effectively reduce the material passing therethrough. The baffles can be retrofit into existing mills and can be created in angular sections with the lining of the grinding chamber for modular installation and removal.

Abstract: A stand is provided for elevating a portable stove above a surface. The stand includes a plurality of legs. Each leg includes an outer link connected by a hinge. The outer link is thus movable to a position extending radially outward. Each leg also includes a foot coupled to the outer link.

Abstract: Pharmaceutical compositions are provided, which comprise cabozantinib or pharmaceutically acceptable salts thereof, and at least one pharmaceutically acceptable excipient, wherein the inventive compositions exhibit enhanced bioavailability compared to the currently marketed or commercially available formulations. The present invention also provides manufacturing processes thereof and use of the said inventive compositions for the prevention, treatment or prophylaxis of disorders in human patients in need thereof. The present invention relates to oral pharmaceutical compositions of cabozantinib, methods for their administration, processes for their production, and use of these compositions for treatment of diseases treatable by cabozantinib.

Abstract: The present disclosure provides a pellet. In an embodiment, the pellet includes a body having a first end and an opposing second end. The body is composed of a polymeric material. The body has a length and a diameter (body diameter). A channel having a diameter (channel diameter), extends through the body from the first end to the second end. The pellet has a channel diameter-to-body diameter ratio from 0.05 to 0.45. The present disclosure also provides a process for soaking the pellet in a liquid additive and forming a loaded pellet with the additive in the pellet body.

Abstract: A method of making a fascia for an automobile includes providing an article, the article being one of translucent or transparent and applying a deposited pattern onto at least a first portion of a first side of the article. The method further includes forming the article into a shape, the shape being configured to be consonant with a vehicle exterior configuration. A fascia system includes a transparent member mounted on a vehicle, the member having printed matter on one side, and the member being included into a vehicle exterior design. Additionally, the member is oriented in front of an illumination device and is illuminated by the device.

Abstract: An airbag restraint system for a seat for an occupant located in a vehicle includes an airbag. The airbag includes an expandable body that is inflatable from a stowed position into a deployed position and the expandable body of the airbag restraint system is deflated and stored within a cavity defined by the seat back of the seat when the expandable body of the airbag is in the stowed position. The expandable body of the airbag surrounds a portion of a thorax of the occupant of the seat when the expandable body of the airbag restraint system is in the deployed position.

Abstract: A method for inhibiting corrosion of metal surfaces, such as carbon steel tubing, that are in contact with a fluid, such as brine in an oil and gas production fluid containing acid gases (e.g., CO2 and H2S) is accomplished by introducing a corrosion-inhibiting blend of two components into the fluid, where blend is glycolipids and quaternized amines, glycolipids and phosphate-containing compounds, quaternized amines and imidazoline-like compounds, quaternized amines and phosphate-containing compounds, or combinations of these blends. Each of the two components of the blends are present in an amount effective to synergistically inhibiting the corrosion of the metal surface when used together.

Abstract: Among other things, we describe techniques for automatic annotation of environmental features in a map during navigation of a vehicle. The techniques include receiving, by the vehicle located within an environment, a map of the environment. Sensors of the vehicle receive sensor data and semantic data. The sensor data includes a plurality of features of the environment. A geometric model of a feature of the plurality of features is generated. The feature is associated with a drivable area within the environment. A drivable segment is extracted from the drivable area. The drivable segment is segregated into a plurality of geometric blocks, wherein each geometric block corresponds to a characteristic of the drivable area and the geometric model of the feature includes the plurality of geometric blocks. The geometric model is annotated using the semantic data. The annotated geometric model is embedded within the map.

Abstract: Methods, systems, devices, and tangible non-transitory computer readable media for generating a route through a geographic area are provided. The disclosed technology can generate an unoccupied cell map. The unoccupied cell map can include cells that are associated with unoccupied portions of a geographic area that are not associated with light detection and ranging (LiDAR) returns. Further, route request data that is associated with a request for a route from a starting location to one or more destination locations within the geographic area can be received. Based on the route request data, the unoccupied cell map can be accessed. A route, based on the unoccupied cell map, can then be generated. Furthermore, the route can include the unoccupied cells between a starting location and one or more destination locations within the geographic area. Indications associated with the route can then be generated.

Abstract: Subsurface display interfaces and associated systems and methods are provided. In some embodiments, an example method can include: dividing a graphic to be displayed into a plurality of sets of primitives, each primitive of the sets of primitives comprising a rectangle or a line; assigning the plurality of sets of primitives to display frames of a plurality of display frames; and outputting, at a display positioned under a surface and in series, the plurality of display frames.

Abstract: Generating expanded responses that guide continuance of a human-to computer dialog that is facilitated by a client device and that is between at least one user and an automated assistant. The expanded responses are generated by the automated assistant in response to user interface input provided by the user via the client device, and are caused to be rendered to the user via the client device, as a response, by the automated assistant, to the user interface input of the user. An expanded response is generated based on at least one entity of interest determined based on the user interface input, and is generated to incorporate content related to one or more additional entities that are related to the entity of interest, but that are not explicitly referenced by the user interface input.

Abstract: A hydraulic fracturing system is disclosed as including a singular mobile platform of at least one mobile power unit (MPU) and at least one first switch gear that is configured to handle electric power from the MPU. The MPU is configured to generate voltage that matches the capabilities of an electrical bus from the at least one switch gear such that a combined electrical current generated as a result of the generated voltage and required load is provided to the electrical bus to the components of the hydraulic fracturing system. Further, the hydraulic fracturing system may include electrical fracturing equipment with at least one second switch gear to support the at least one first switch gear in handling electric power from the MPU. A datavan may be included in the system to control load shedding, load sharing, and power distribution for the electrical fracturing equipment comprising the at least one second switch gear.

Abstract: Systems and methods for provisioning and validating a network are disclosed. One method can comprise providing a first communication tunnel between a network access point and a first tunnel endpoint. Availability of the first tunnel endpoint can be determined. If the first tunnel endpoint is determined to be available, network traffic can be routed to the first tunnel endpoint. If the first tunnel endpoint is determined to be unavailable, a second communication tunnel between the network access point and a second tunnel endpoint can be provided.

Abstract: Example methods and systems for a computer system to perform context-aware service query filtering are described. One example may involve a computer system intercepting a service query from a virtualized computing instance to pause forwarding of the service query towards a destination; and obtaining context information associated with an application running on the virtualized computing instance. In response to determination that the service query is a potential security threat based on the context information, service query filtering may be performed to inspect the service query for malicious activity. Otherwise, in response to determination that the service query is not a potential security threat based on the context information, the service query filtering may be skipped and the service query forwarded towards the destination.