Abstract: Aspects of the present disclosure relate to grounded multimodal agent interactions, where a user input is processed using a multimodal machine learning model to generate model output. The model output may then be processed to affect the behavior of an application, for example to enable a user to control the application and/or to facilitate user interactions with a conversational agent, among other examples. In some instances, at least a part of the model output may be executed or parsed, for example to call an application programming interface or function of the application. Thus, use of a multimodal machine learning model according to aspects described herein may enable the use of user-provided natural language input to affect the behavior of an application accordingly.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for language models using domain-specific model components. In some implementations, context data for an utterance is obtained. A domain-specific model component is selected from among multiple domain-specific model components of a language model based on the non-linguistic context of the utterance. A score for a candidate transcription for the utterance is generated using the selected domain-specific model component and a baseline model component of the language model that is domain-independent. A transcription for the utterance is determined using the score the transcription is provided as output of an automated speech recognition system.

Abstract: A ride-on outdoor power equipment, comprising a chassis a pair of front wheels coupled with the chassis, a pair of rear wheels coupled with the chassis, a mower deck supported by the chassis, and a battery assembly configured to power a drive motor. The battery assembly may include a plurality of battery packs, and a receptacle defined in part by a bottom wall. The receptacle may include a plurality of bays, each bay having a receiver extending away from the bottom wall, the receiver configured to guide a battery pack within the bay, and a power connector spaced a distance from the bottom wall, the power connector configured to engage the pack connector to electrically couple the battery pack to the receptacle, where the receptacle is angled at an acute angle relative to an operating plane.

Abstract: A soluble fiber lozenge in includes a body that is partially or wholly receivable in an oral cavity. The body includes a soluble-fiber matrix and one or more additives in the soluble-fiber matrix. A soluble fiber lozenge provided herein includes at least 40 weight percent of soluble fiber. Soluble fiber in soluble fiber lozenge can include maltodextrin. The soluble fiber lozenge is adapted to release one or more additives from the body when the body is received within the oral cavity of a consumer and exposed to saliva. A method of making soluble fiber lozenges includes forming a molten mixture of at least 40 weight percent soluble fiber, one or more additives, and less than 15 weight percent water while maintaining a mixture temperature of less than 200° C. and portioning the molten mixture into a plurality of soluble fiber lozenges.

Abstract: Methods and systems for autonomous testing of a computer application include receiving analytic data associated with at least one application programming interface (API) flow, wherein an API flow of the at least one API flow includes at least one API; determining response data of the at least one API by inputting the analytic data to a prediction model determined based on a first machine learning technique; determining a subset of the at least one API flow based on the response data and input data representing at least one of a priority level or a risk level of the at least one API flow; and outputting the subset of the at least one API flow for execution.

Abstract: A system for an agricultural operation includes a first vehicle equipped with an imaging sensor configured to capture image data associated within a field. A computing system is communicatively coupled with the imaging sensor. The computing system is configured to receive the image data associated with the field, identify one or more objects within the image data as a target, identify one or more objects within the image data as a landmark, determine a location of the target relative to the landmark, and generate a control command for a second vehicle. The control command includes the location of the target relative to the landmark within the field.

Abstract: The present disclosure is directed to a method for providing content candidates. The method includes maintaining, in a first data structure, a first set of data including a domain of a web page. The method includes maintaining, in a second data structure, a second set of data including a subset of content candidates. The method includes generating a first vector based on a semantic content of the domain of the web page. The method includes generating a second vector based on a semantic content of a content candidate selected from the subset of content candidates. The method includes determining a distance on a learned space between the first vector and the second vector. The method includes associating, responsive to the distance satisfying a distance threshold, the content candidate with the domain of the web page.

Abstract: An improved retention and alignment system for nuclear fuel rods includes an upper nozzle plate and a lower nozzle plate, nuclear fuel rods, each having an upper end and a lower end and extending axially between the upper and lower nozzle plates, a first precision magnet incorporated onto the lower end of the fuel rod, and a plurality of second precision magnets incorporated onto the lower nozzle plate in positions confronting the first precision magnets on the fuel rods. Each first precision magnet has at least one of a magnetic north or south polarity and the second precision magnet has at least one of a magnetic south or north polarity opposite the polarity of the confronting first precision magnet to effect magnetic attraction between the confronting first and second precision magnets. Grids between the upper and lower nozzle plates form cells through which the fuel rods pass.

Abstract: A battery and cooling device system comprising a thermal battery and a cooling device including a boiler, a condenser, a vapor tube, a reaction container, and a siphon. The boiler boils a solvent via heat drawn from the battery. The condenser condenses the vaporized solvent. The vapor tube connects the boiler to the reaction container so that the vaporized solvent travels through the vapor tube from the boiler into the condenser. The reaction container receives the liquidated solvent from the condenser so that the liquidated solvent interacts with a solute in the reaction container to effect an endothermic reaction to further draw heat from the battery. The siphon connects the reaction container to the boiler and drains the liquid solvent from the reaction container into the boiler once a predetermined amount of liquid solvent fills the reaction container.

Abstract: Systems and methods are disclosed for supporting and executing automated control of climate comfort settings based on user classification within a group identity database. Methods of generating and employing the group identity database are also disclosed.

Abstract: Methods and systems that use a plurality of machine learning models to both monitor user-generated data entries corresponding to differences in network traffic that may be evidence of a disruption and determine severity levels based on: (i) current and historic differences in average network traffic over the plurality of communication networks; (ii) current and historic user-generated data entries; and (iii) labeled severity levels for historic differences in average network traffic over the plurality of communication networks.

Abstract: A storage system is described, having a rectangular platform adapted to be raised and lowered. The platform includes a top surface configured to support one or more items to be stored, a bottom surface, a first side, and a second side opposite the first side. The system also includes a first bracket, with an upper portion attached to the first side of the platform and a lower portion extending below the bottom surface. The lower portion of this first bracket is shaped in such a way as to provide a first surface on which a portion of an additional item rests. The system also includes a second bracket, likewise with an upper portion attached to the second side of the platform and a lower portion extending below the bottom surface. The lower portion of the second bracket is also shaped in such a way as to provide a second surface on which a portion of the additional item rests. In this way, the first and second brackets cooperate to support the additional item below the platform.

Abstract: A window shade system may comprise a drive mechanism having a friction slip ring inside a brake hub, wherein the brake hub is configured to rotate with respect to the friction slip ring, in response to an at least partial rotation of the drive mechanism. The brake hub may be configured to overcome a break-away force between the drive hub and the friction slip ring. The brake hub may be configured to overcome a break-away force between the drive hub and the friction slip ring. The brake hub may be configured to overcome a break-away force of about double a maximum force that a window shade exerts on the friction slip ring. The system may include a spring plunger system abutting a bracket, wherein the spring plunger system may be configured to reduce friction against the bracket in response to a first at least partial rotation of a drive mechanism.

Abstract: An interior system for a vehicle includes a seating assembly that is coupled to the vehicle. An armrest corresponding with and in a spaced-relationship with the seating assembly is operable to translate in a seating assembly-lateral direction from a first position to a second position. In the first position of the armrest, the armrest is a first distance from the seating assembly. In the second position of the armrest, the armrest is a second distance from the seating assembly. The first distance is greater than the second distance.

Abstract: A computer-implemented method for testing failover may include: determining one or more cross-regional dependencies and traffic flow of an application in a first region of a cloud environment, wherein the one or more cross-regional dependencies include a dependency of the application in the first region of the cloud environment to one or more applications in at least one other region of the cloud environment; determining a risk score associated with performing failover of the application to a second region of the cloud environment at least based on the determined one or more cross-regional dependencies and traffic flow of the application; comparing the determined risk score with a predetermined risk score; in response to determining that the determined risk score is lower than the predetermined risk score, performing failover of the application to the second region of the cloud environment; isolating the second region of the cloud environment from the first region of the cloud environment for a predetermined

Abstract: The present disclosure relates to an apparatus, system, and method for a microelectromechanical (MEM) device formed on a transparent, insulating substrate. The MEM device may take the form of an electrostatic comb actuator. The fabrication process employs three-dimensional structuring of the substrate to form the actuator combs, biasing elements, and linkages. The combs and other elements of the actuator may be rendered electrically conducting by a conformal conductive coating. The conductive coating may be segmented into a plurality of electrodes without the use of standard lithography techniques. A linear-rotational actuator is provided, which may comprise two perpendicularly-arranged, linear actuators that utilize moveable linkage beams in two orthogonal dimensions. A linear or torsional ratcheting actuator is also provided by using comb actuators in conjunction with a ratcheting wheel or cog. Furthermore, several methods for electrically connecting non-contiguous or enclosed elements are provided.

Abstract: A sensor assembly includes a housing defining a chamber. A sensor unit is supported by the housing and extends vertically upward along an axis from the housing. The sensor unit includes a base and a sensor housing mounted to the base and rotatable relative to the base about the axis. The sensor unit includes a sensor. The sensor housing extends circumferentially around the sensor and defines a sensor chamber therebetween. A blower box is supported by the housing in the chamber. The blower box defines a blower chamber in fluid communication with the sensor chamber. A blower is disposed in the blower box.

Abstract: The present invention provides multifunctional particulates that release one or more functional compounds in response to environmental triggers and whose external surface modification imparts secondary functionalities to a selected coating composition. For example, disclosed are hydrophobic particles having a smart release mechanism for anticorrosion compounds that release the anticorrosion compounds upon exposure to the local pH changes induced by corrosion processes. Formulations are disclosed for multifunctional smart particles having antimicrobial effects and protections as well.

Abstract: A flow control device including a housing having a flow port therein, the flow port including a first end and a second end, a first gate having a specific gravity greater than water disposed in the housing adjacent a first end of the port and movable between a position of nonobstruction of the first end of the port and a position of obstruction of the first end of the port; and a second gate disposed in the housing, the second gate having a specific gravity about the same as a specific gravity of formation water in a formation in which the device is intended to be employed, the second gate disposed to control flow at the second end of the port.

Abstract: A brace for retaining an organ in an expanded state configured to adhere and substantially conform to an external surface of the organ includes an inner layer, an outer layer, and at least one sheet of thin malleable material forming a middle layer between the inner layer and outer layer, the at least one sheet being enclosed and configured to rigidify and maintain the organ in an expanded state upon application of a vacuum. The brace can be incorporated into a brassiere.