Abstract: Systems and method are provided for defining map data used in controlling a vehicle. In one embodiment, a method includes: receiving, by a processor, telemetry data; determining, by the processor, distribution data of a path based on the telemetry data; determining, by the processor, a plurality of sample data based on a trained machine learning model and the distribution data; generating, by the processor, at least one of lane line data and road edge data based on the sample data and a second machine learning model; and storing, by the processor, the map data including the lane line data and road edge data for use in controlling the vehicle.

Abstract: In various embodiments of the present disclosure, compositions exhibiting metabolism boosting effect are described. In various examples, compositions comprise a synergistic combination of at least one plant, root, seed, or fruit material, or extract thereof, or bioactive therefrom; at least one vitamin, essential trace mineral, or enzyme or vitamin cofactor; at least one amino acid; and at least one antioxidant. In various aspects, metabolism enhancing compositions are formulated as loose powders filled into capsules as orally administered dietary supplements. In various embodiments, compositions of the present disclosure are used to treat metabolic syndrome in subjects expressing symptoms thereof.

Abstract: The method includes establishing a housing defining a first channel, the first channel having a first end and a second end, the first end of the channel being in communication with an air inlet that traverse through the housing, configuring a heater to heat a pre-vapor formulation to form a vapor within the first channel, defining a cavity near the second end of the first channel, and inserting a hydrogel in the cavity.

Abstract: A method includes providing a distributed instance of a machine learning model to a client computing device and access to a predetermined token associated with a predetermined label to a client-side application at the client computing device. The client-side application is configured to cause the client computing device to detect a user input that includes the first predetermined token, provide the user input to the distributed instance to obtain a first predicted label for the first predetermined token, and update a set of model parameters of the distributed instance based on the first predicted label and the first predetermined label. The method may also include updating the machine learning model by obtaining the one or more updated model parameters of the distributed instance from the client computing device.

Abstract: A system receives value data to generate a value data object based on input received from a user. The input may include indications of priorities, descriptors, and descriptions related to known and unknown properties. The system uses the generated value data object and associated value gap score to generate property valuation prompts. The valuation prompts are utilized by the user to input evaluation data. Based on the evaluation data and the value data object, the user generates a value score for each visited property.

Abstract: In a general aspect, an electronic device assembly includes a circuit including at least one semiconductor die, and a signal lead electrically coupled with the circuit. The signal lead has a hole defined therethrough. The assembly further includes an electrically conductive signal pin holder disposed in the hole of the signal lead. The electrically conductive signal pin holder is electrically coupled with the signal lead. The assembly also includes a molding compound encapsulating, at least, the circuit; a portion of the signal lead including the hole; and a portion of the electrically conductive signal pin holder. An open end of the electrically conductive signal pin holder is accessible outside the molding compound.

Abstract: A tower structure includes a tower comprising a tower aperture arrangement; a ballast tray comprising a support interface; and an interface plate comprising a mount aperture arrangement and an interface plate aperture arrangement, the mount aperture arrangement within the interface plate aperture arrangement, the interface plate attachable to the support interface, the mount aperture arrangement specific to the tower which is to be mounted to the interface plate at the mount aperture arrangement via the tower aperture arrangement.

Abstract: Systems and methods for ML based ACB are provided herein. In an example, a system includes BBU(s), RU(s) communicatively coupled to the BBU(s), and antenna(s) communicatively coupled to the RU(s). Each respective RU of the RU(s) is communicatively coupled to a respective subset of the antenna(s). The BBU(s), the RU(s), and the antenna(s) are configured to implement a base station for wirelessly communicating with UEs in a cell. The system includes a machine learning computing system configured to: receive time data, traffic data, and location data; and determine predicted barring parameter(s) for the base station based on the time data, the traffic data, and the location data. The system is configured to: adjust barring factor(s) and/or barring time(s) in an information message based on the predicted barring parameter(s) for the base station; and send the information message with the adjusted barring factor(s) and/or barring time(s) to UEs in the cell.

Abstract: The present invention relates to methods of diagnosing a kidney disorder in a patient, as well as methods of monitoring the progression of a kidney disorder and/or methods of monitoring a treatment protocol of a therapeutic agent or a therapeutic regimen. The invention also relates to assay methods used in connection with the diagnostic methods described herein.

Abstract: Apparatuses, systems, and methods are disclosed for a watering device. An apparatus includes a liquid reservoir. An apparatus includes a liquid permeable cone in fluid communication with a liquid reservoir. An apparatus includes one or more threads circumscribing a liquid permeable cone such that rotation of the one or more threads into soil places the liquid permeable cone into contact with the soil.

Abstract: Certain embodiments of the invention provide a composition comprising at least two compounds selected from the group consisting of dihydromethysticin, methysticin, dihydrokavain, kavain, desmethoxyyangonin and 11-methoxyyangonin, wherein the composition is substantially free of flavokawain B. Certain embodiments of the invention also provide a method for treating or preventing cancer in a mammal (e.g., a human) in need of such treatment comprising, administering to the mammal a carrier and a compound selected from the group consisting of dihydromethysticin, methysticin, dihydrokavain, kavain, desmethoxyyangonin and 11-methoxyyangonin, wherein the compound is substantially free of other kava extract components.

Abstract: A high-voltage module, such as a traction battery, a traction inverter, or a DC/DC converter of a traction powertrain of an electrified vehicle (EV), includes an enclosure, an electronics assembly for performing electrical power operations, and a fuse box for providing a power distribution and fuse protection arrangement to the electronics assembly. The enclosure includes a main enclosure portion and a secondary enclosure portion integrated together. The electronics assembly is housed within the main enclosure portion and the fuse box is housed within the secondary enclosure portion.

Abstract: A system for landing spot analysis including an electric aircraft and a sensor connected to the electric aircraft. The sensor is configured to detect a landing datum relating to a possible landing spot, wherein the landing datum comprises information regarding the physical properties of the possible landing spot. The system also including a controller onboard the electric aircraft and communicatively connected to the sensor. The controller is configured to receive a command identifying at least the possible landing spot, receive the landing datum from the sensor, generate a landing determination as a function of the landing datum, wherein the landing determination relates to the suitability of the possible landing spot and generating the landing determination includes transmitting a landing request to air traffic control, and transmit the landing determination to a pilot.

Abstract: Disclosed herein are apparatus and system aspects for a camera lens flexure collar. An aspect includes an interior wall with one or more inner protrusions, an exterior wall with one or more openings, a cam located between the interior wall and the exterior wall, an actuator arm coupled to the cam and extending through the one or more openings of the exterior wall, and two flexures. The aspect operates through manipulation of the actuator arm, where manipulation of the actuator arm moves the cam and causes a force through the one or more inner protrusions of the interior wall, causing the interior wall to move in the axial direction within the stress limitations of the two flexures. In this aspect, movement of the interior wall in the axial direction can focus one or more camera lenses.

Abstract: Technology is disclosed herein reconfiguring word lines as either data word lines or dummy word lines. In a sub-block mode reconfigurable word lines are used as dummy word lines that provide electrical isolation between data word lines in a block. The block may be divided into an upper tier, a middle tier, and a lower tier, with the reconfigurable word lines within the middle tier. In a full-block mode the reconfigurable group of the word lines are used as data word lines. Because the reconfigurable word lines are used as data word lines in the full-block mode storage capacity is greater in the full-block mode than in the sub-block mode. Moreover, because the sub-blocks are smaller in size but greater in number than the full-blocks, the memory system may be provisioned with fewer blocks and still meet user storage requirements in both the full-block mode and the sub-block mode.

Abstract: A wireless device selects a first resource for transmission of a sidelink data. The wireless device triggers, in response to determining a channel occupancy time (COT) duration, resource selection for the transmission. The wireless device selects, based on triggering the resource selection, a second resource for the transmission within the COT duration. The wireless device transmits the sidelink data via the second resource.

Abstract: Features described herein generally relate to systems and methods for assembling an electronic device. Particularly, the electronic device can be assembled by holding a portion of the first component arranged in a first plane in a holding position with a stream of air output from a nozzle of an assembly system and aligning the portion of the first component with an opening in a portion of the second component arranged in a second plane parallel to the first plane while the portion of the first component is held in the holding position.

Abstract: In some aspects, a computing system may create different node embeddings (e.g., different instances of the same graph) and aggregate the node embeddings to form “multipurpose” node embeddings. As an example, the different node embeddings may include node embeddings generated using unsupervised machine learning and node embeddings generated using supervised machine learning. In this way, for example, a variety of machine learning models may use the aggregated node embeddings without the need for each machine learning model to generate separate node embeddings each time a machine learning task is performed. A machine learning model may use all or a portion of the features in the aggregated node embeddings as appropriate for the task the model is performing.

Abstract: Computer-implemented methods and systems include downstream execution for individual rule-based flagging of upstream data quality errors by receiving upstream data from a plurality of sources, identifying a downstream task to be executed, applying a plurality of rules to the upstream data, generating a plurality of outputs including at least one output for each of the plurality of rules applied to the upstream data, each of the plurality of outputs being associated with a corresponding rule of the plurality of rules, identifying a tagged population based on the plurality of outputs, determining that at least one of the plurality of outputs does not meet a corresponding rule threshold, and activating the downstream execution for the tagged population after at least one of (i) updating the corresponding rule threshold or (ii) overriding an error.

Abstract: An imaging device may include single-photon avalanche diodes (SPADs). To improve the sensitivity and signal-to-noise ratio of the SPADs, light scattering structures may be formed in the semiconductor substrate to increase the path length of incident light through the semiconductor substrate. To mitigate crosstalk, multiple rings of isolation structures may be formed around the SPAD. An outer deep trench isolation structure may include a metal filler such as tungsten and may be configured to absorb light. The outer deep trench isolation structure therefore prevents crosstalk between adjacent SPADs. Additionally, one or more inner deep trench isolation structures may be included. The inner deep trench isolation structures may include a low-index filler to reflect light and keep incident light in the active area of the SPAD.