Abstract: A method for switching a configuration of an enhanced reality headset is provided. The method includes identifying a scenario to switch a configuration of an enhanced reality headset between a virtual reality configuration, an augmented reality configuration, and a direct reality configuration, wherein the virtual reality configuration and the augmented reality configuration include a computer generated image, and the direct reality configuration and the augmented reality configuration include a real-time image of an environment of a user of the enhanced reality headset. The method includes providing a notification to a user of the enhanced reality headset including an intent to switch the configuration of the enhanced reality headset, and switching the configuration of the enhanced reality headset according to the scenario.

Abstract: Methods and apparatuses are described for automatic data-driven optimization of a target outcome using machine learning. A server generates a first feature dataset and applies a trained outcome prediction model to the first feature dataset as input to generate a second feature data set and a first predicted value for a target outcome. The server displays the first predicted value on a client device. The server receives input corresponding to one or more preferences or constraints from the client device and adjusts the trained outcome prediction model based upon the received input to incorporate the one or more preferences or constraints. The server applies the adjusted outcome prediction to the second feature dataset as input to generate a third feature data set a second predicted value for the target outcome. The server displays the second predicted value on the client device.

Abstract: A fastener configured for spinal applications includes a head having a channel adapted to receive a spinal rod and a shaft extending from the head to a distal tip and having a thread, at least a portion of the thread being serrated. The serrated portion of the thread includes peaks and troughs and can extend along about 35 percent of a length of the thread.

Abstract: An apparatus and method for operating an avionics data network includes a network switch core configured for a time-sensitive networking (TSN) schema, a set of ARINC 664 (A664) and a set of TSN networking end nodes communicatively connected with the network switch core. The network switch core is configured to receive, from the first set of networking end nodes, a set of data frames, determine the respective schema of the set of data frames, police the set of data frames based on the determined respective schema using a set of predetermined rules, forward the set of data frames to a predetermined queue on an egress port of the network switch core based on the determined respective schema, and transmit set of data frames to an end node of the second set of networking end nodes having a corresponding schema.

Abstract: The description relates to cameras, such as security cameras, and providing guidance for positioning cameras to achieve desired goals. One example can receive an image of a scene overlaid with transparent indicators that reflect accuracy of object detection in individual regions of the image. The example can correlate input received from the user on the display relative to the regions. The example can analyze subsequent images of the scene with rules derived from the input from the user.

Abstract: A device housing system contained within a vehicle is provided herein, the device housing system including a front surface, a back surface, a first side member, a second side member, a top member, a bottom member, and a control module configured to communicate with a motion detection mechanism of the vehicle and with an internet-enabled device. The front surface, the first side member, the second side member, and the bottom member define a placement slot for the internet-enabled device, the placement slot being configured to support the internet-enabled device. The device housing system prevents a user from operating an internet-enabled device when the vehicle is in motion, and thus, limits distracted driving. Accordingly, the device housing system increases passenger and vehicle safety.

Abstract: A cabinet storage system includes a front vertical member, a rear vertical member and planar horizontal members coupled with the front vertical member and the rear vertical member and extending therebetween to form a multi-shelf storage container. The system also including a slide coupled with the multi-shelf storage container, the multi-shelf storage container slideable out of a cabinet carcass in which the multi-shelf storage container is mounted. The system also includes a swivel. The swivel including a base and a rotatable table. The base fixedly coupled with a planar surface of one of the planar horizontal members, and a horizontal shelf fixedly coupled with the rotatable table in a plane parallel with the one of the planar horizontal members.

Abstract: One embodiment is directed to a communication system comprising a remote unit comprising a remote unit local clock and a controller communicatively coupled to the remote unit using a switched Ethernet network. The remote unit is configured to synchronize the remote unit local clock to a reference timing source using timing messages communicated over the switched Ethernet network with the remote unit. The communication system is configured to transmit the timing messages and baseband data so as to reduce a level of contention encountered by the timing messages in connection with being communicated over the switched Ethernet network.

Abstract: Water-dispersible or water-dispersed polymers are made by reacting (i) an unsaturated monomer containing one or more cyclic carbonate groups, or (ii) an unsaturated or saturated oligomer or polymer containing a plurality of cyclic carbonate groups, with a tertiary amine in the presence of an acid, or with an acid in the presence of a tertiary amine, or in the presence of an acid and a tertiary amine, to provide a water-dispersible or water-dispersed monomer, oligomer or polymer. When step a) provides a monomer or oligomer, the monomer or oligomer is reacted with one or more monomers in the presence of an initiator to provide a water-dispersible or water-dispersed polymer. When step a) provides a polymer, the polymer is optionally used to support emulsion polymerization of one or more unsaturated monomers in the presence of an initiator to provide a water-dispersible or water-dispersed further polymer.

Abstract: The innovation relates to a pool covering system that is usable as a flooring surface. The pool covering system includes brackets and support beams spanning the pool opening. The beams provide structural support to cross members and flooring placed on top of the beams. The pool covering system does not require significant drainage of the pool and does not damage the pool structure during installation and use.

Abstract: A flexible U-bolt assembly includes a clamping bracket including a receiver and a U-bolt including (a) a first end fixed to the clamping bracket, (b) a second end adapted for receipt in the receiver and (c) a flexible elongated body extending between the first end and the second end.

Abstract: Techniques described herein relate to a method for identifying breakpoints. The method may include obtaining, by a breakpoint identification device, an entity group data set corresponding to an entity group; generating, using the entity group data set, an enhanced entity group data set comprising the entity group data set and a derived data item; performing a clustering analysis using at least a portion of the enhanced entity group data set to obtain a plurality of entity clusters; training a machine learning (ML) model using the enhanced entity group data set to obtain a trained ML model; using the trained ML model and a set of simulated entities to perform a breakpoint analysis; generating a breakpoint graph based on the breakpoint analysis; and providing recommendations to an interested entity based on a breakpoint identified using the breakpoint graph.

Abstract: A method, computer program, and computer system is provided for decoding point cloud data. Data corresponding to a point cloud is received. A number of contexts associated with the received data is reduced based on reducing a size of an array corresponding to syntax elements for predictive tree-based coding of the point cloud. The data corresponding to the point cloud is decoded based on the reduced number of contexts.

Abstract: Methods and apparatus for managing frequency reassignment within wireless access nodes so as to minimize data session disruption. In one embodiment, the frequency reassignments occur within a quasi-licensed system utilizing 3.5 GHz CBRS (Citizens Broadband Radio Service) spectrum, and a reassignment of wireless spectrum that mitigates disruption or loss of continuity to existing data sessions of users of devices associated with a CBSD/xNB is provided via notification of the associated devices (e.g., Category B Consumer Premises Equipment or CPE, such as an FWA) of the reassignment by the CBSD/xNB. In one variant, the associated devices are instructed by the CBSD/xNB to invoke a “wait and re-establish” protocol that obviates a full frequency band rescan in favor of a designated target frequency provided to the CBSD/xNB by the cognizant SAS or DP.

Abstract: Implementations set forth herein relate to an automated assistant that can adapt to circumstances in which a user may invoke an automated assistant with an intention of interacting with the automated assistant via a non-default interface. For example, in some instances, a user may invoke an automated assistant by selecting a selectable GUI element. In response, the automated assistant can determine that, in the current context, spoken utterances may not be suitable for providing to the automated assistant. Based on this determination, the automated assistant can cause a keyboard interface to be rendered and/or initialized for receiving typed inputs from the user. Should the user subsequently change contexts, the automated assistant can determine that voice input is now suitable for user input and initialize an audio interface in response to the user providing an invocation input in the subsequent context.

Abstract: The present disclosure provides systems and methods that enable parameter-efficient transfer learning, multi-task learning, and/or other forms of model re-purposing such as model personalization or domain adaptation. In particular, as one example, a computing system can obtain a machine-learned model that has been previously trained on a first training dataset to perform a first task. The machine-learned model can include a first set of learnable parameters. The computing system can modify the machine-learned model to include a model patch, where the model patch includes a second set of learnable parameters. The computing system can train the machine-learned model on a second training dataset to perform a second task that is different from the first task, which may include learning new values for the second set of learnable parameters included in the model patch while keeping at least some (e.g., all) of the first set of parameters fixed.

Abstract: A trigger mechanism having a hammer, a trigger member, disconnector, movable ejector lever, locking member, and safety the trigger member. The trigger member being forced to the set position by the hammer during rearward pivoting. A locking member is adapted to move between a first position at which the locking member mechanically blocks the trigger member from moving to the released position and a second position at which the locking member does not mechanically block the trigger member allowing the trigger member to be moved to the released position. The locking member is spring biased toward the first position and moved against the spring bias to the second position by contact from the movable ejector lever during forward movement of the bolt carrier as the bolt carrier reaches a substantially in-battery position. The safety selector is adapted to pivot between safe, standard semi-automatic, and forced reset semi-automatic positions.

Abstract: This invention relates to treated geothermal brine compositions containing reduced concentrations of lithium, iron and silica compared to the untreated brines. Exemplary compositions contain concentration of lithium ranges from 0 to 200 mg/kg, concentration of silica ranges from 0 to 30 mg/kg, concentration of iron ranges from 0 to 300 mg/kg. Exemplary compositions also contain reduced concentrations of elements like arsenic, barium, and lead.

Abstract: Disclosed herein are various embodiments relating generally to a system for lifting water from an aquifer formation by drilling a u-shaped well through the aquifer formation, which comprises a water well screen within the aquifer formation with an inner production string with a series of check valves within the aquifer formation that allow water from the aquifer to flow from the water well screen and into the production string while preventing the water from leaving the production string, and then uses air pressure to force the water through a larger check valve in the production string, so that it may be collected in a surface tank. When not extracting water from the aquifer formation, the system allows treated water to be pumped into the outer casing and back into the aquifer, thereby recharging the aquifer formation with water.

Abstract: Described herein are a system and method for forming a container image. The system and method include obtaining a first layer of a plurality of layers of the container image. The contents of the first layer are stored in a directory such that a first disk image layer file is mounted to the directory. A second layer of the plurality of layers is obtained, and the contents of the second layer are stored in the directory so that the first disk image layer includes contents of the first layer and the second layer. The first disk image layer is saved and is mountable and includes files of the container image.