Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for generating a future occupancy prediction for a region of an environment. In one aspect, a method comprises: receiving sensor data generated by a sensor system of a vehicle that characterizes an environment in a vicinity of the vehicle as of a current time point, wherein the sensor data comprises a plurality of sensor samples characterizing the environment that were each captured at different time points; processing a network input comprising the sensor data using a neural network to generate an occupancy prediction output for a region of the environment, wherein: the occupancy prediction output characterizes, for one or more future intervals of time after the current time point, a respective likelihood that the region of the environment will be occupied by an agent in the environment during the future interval of time.

Abstract: Systems, apparatus, instructions, and methods for medical machine time-series event data processing are disclosed. An example time series event data processing apparatus includes memory storing instructions and one-dimensional time series healthcare-related data; and at least one processor. The example at least one processor is to: execute artificial intelligence model(s) trained on aggregated time series data to at least one of a) predict a future medical machine event, b) detect a medical machine event, or c) classify the medical machine event using the one-dimensional time series healthcare-related data; when the artificial intelligence model(s) are executed to predict the future medical machine event, output an alert related to the predicted future medical machine event to trigger a next action; and when the artificial intelligence model(s) are executed to detect and/or classify the medical machine event, label the medical machine event and output the labeled event to trigger the next action.

Abstract: According to the invention, there is provided seed and plants of the hybrid corn variety designated CH011037. The invention thus relates to the plants, seeds and tissue cultures of the variety CH011037, and to methods for producing a corn plant produced by crossing a corn plant of variety CH011037 with itself or with another corn plant, such as a plant of another variety. The invention further relates to genetic complements of plants of variety CH011037.

Abstract: Methods, apparatuses, and computer-readable media for submitting a tax submission on behalf of a player of a game. Based on the location of the gaming device, determine at least one jurisdiction that governs the player's taxable winnings. The player fill out an electronic tax form for each jurisdiction and submits an electronic authorization. Transmitting, in response to the tax liability, a tax submission to a remote device, in which the tax submission comprises at least the electronic tax form and the electronic authorization.

Abstract: In one embodiment, a method for generating a reference line for operating an autonomous driving vehicle includes determining a first ending reference point having a smallest curvature among a plurality of points within a first defined distance along a path, generating a first reference line based on a first initial reference point and the first ending reference point, determining a second ending reference point having a smallest curvature among a plurality of points within a second defined distance along the path, generating a second reference line based on the first and second ending reference points and an end section of the first reference line, connecting the first and second reference lines, and controlling the autonomous driving vehicle along the connected first reference line and the second reference line.

Abstract: A method for data retrieval includes receiving a set of probability metrics. A set of probability metrics is received for each one of a plurality of read values, and each probability metric of the set of probability metrics corresponds to a statistical likelihood that the read value is representative of one of a number of symbols. The symbols define a set of allowed transitions between a number of states, and a series of successive allowed transitions between states define allowed paths between the states. The method further includes determining a survival path between the states. The survival path is based on an accumulation of probability metrics corresponding to the statistical likelihood that successive ones of the plurality of read values are representative of successive ones of the symbols defining each transition in the survival path. The method further includes decoding a symbol stream based on the survival path.

Abstract: A system may include a light source. A converter may be configured to convert an AC voltage to a DC operating voltage during normal operation. A power backup device may be coupled to the converter. A current source may have a first terminal configured to receive the DC operating voltage during regular operation and a second terminal configured to provide a pulse-width modulated (PWM) signal to an anode end of the light source. A switching device may have a first connecting terminal coupled to the anode end of the light source, a second connecting terminal coupled to the power backup device, and a control terminal coupled to the converter. The switching device may be configured to open a switch between the first connecting terminal and the second connecting terminal during normal operation and close the switch upon detecting an interruption of the DC operating voltage at the control terminal.

Abstract: A bypass plunger includes a unibody, or one-piece hollow body and valve cage, retains a dart valve within the valve cage portion using a threaded retaining nut secured by crimple detents, and includes sealable flow parts. A series of helical grooves surround the central portion of the outer surface of the hollow body of the plunger to control spin during descent. A canted-coil-spring disposed within the retaining nut functions as a clutch. The valve cage includes ports that may be configured to control flow through the plunger during descent. Other embodiments include clutch assemblies using canted-coil springs with split bobbins, and surfaced valve stems surfaced.

Abstract: A system and method for predicting a collision between a host vehicle and a target vehicle operating on a multi-lane roadway may include determining the host and target vehicles are converging from respective first and second lanes to a third lane intermediate the first and second lanes. A predetermined set of conditions is evaluated including relationships among the host and target vehicle separations and speeds, and a collision predicted based upon the evaluation.

Abstract: Systems and methods related to harvesting of the unused resources in a distributed computing system are described. An example method, in a system including a host server, having a first instruction set architecture (ISA), and an interface card, having a second ISA is provided. The method includes designating at least one type of resource, associated with the host server for harvesting by compute entities configured for execution using the processor having the second ISA, where the host server is configured to execute compute entities requiring execution by the processor having the first ISA. The method further includes in response to a request for accessing the at least one type of resource by a compute entity, executing on the processor having the second ISA, automatically allowing the compute entity to access the at least one type of resource associated with the host server.

Abstract: Distributed storage of a file in edge storage devices that is resilient to eavesdropping adversaries and Byzantine adversaries. Approaches include a cost-efficient approach in which an authorized user has access to the content of all edge storage nodes. In this approach, key blocks and file blocks that are masked with key blocks are saved in the edge storage nodes. Additionally, redundant data for purposes of error correction are also stored. In turn, upon retrieval of all blocks, errors introduced by a Byzantine adversary may be corrected. In a loss resilient approach, redundant data is stored along with masked file partitions. Upon retrieval of blocks from the edge storage nodes, a unique approach to solving for the unknown file partition values is applied with identification of corrupt nodes based on an average residual error value for each storage node.

Abstract: A method for parallel processing of a data stream is provided. In the method, a processing task is received. The processing task is configured to process a data stream that includes a plurality of segments. A split operation is subsequently performed on the data stream to split the plurality of segments into N sub-streams, where each of the N sub-streams includes one or more segments of the plurality of segments, and the N is a positive integer. Further, N sub-processing tasks are performed on the N sub-streams to generate N processed sub-streams. A merge operation is performed on the N processed sub-streams to generate a merged output data stream. The merged output data stream is identical to an output data steam that is generated when the processing task is applied directly to the data stream without the split operation.

Abstract: A method for allocating memory in a computing device having a non-volatile main memory is described. The method comprises receiving, by a memory allocator, a request for non-volatile memory allocation of an object from a program executing on the computing device, the request comprising a requested memory size and registration data from the program. The method comprises finding an available address of one of a plurality of portions of a page of the non-volatile memory and searching an active page table in the non-volatile main memory to find the page and if the page is not found in the active page table: inserting the page into the active page table; and waiting for a memory write for inserting the page into the active page table to complete.

Abstract: Disclosed herein are flexible wave energy converters that actuate electrical generators with dynamic strain (e.g., flexing, stretching, twisting, distension) to convert wave energy to electrical energy. The flexible wave energy converter utilizes flexible electric generators embedded throughout the wave-energy converter's flexible body.

Abstract: Methods and systems are provided for ranking search results and generating a presentation. In some implementations, a search system generates a presentation based on a search query. In some implementations, a search system ranks search results based on data stored in a knowledge graph. In some implementations, a search system identifies a modifying concept such as a superlative in a received search query, and determines ranking properties based on the modifying concept.

Abstract: Methods and systems for providing illumination for depth sensing are provided. In one example, an apparatus comprises an illuminator, an optical sensor, and a controller. The illuminator comprises a photonic integrated circuit (PIC) and a diffractive optical element (DOE). The PIC including a laser source and at least one waveguide including optical turning features. The at least one waveguide propagates light transmitted by the laser source along a first axis parallel to a top surface of the PIC. The optical turning features diverts the light to form collimated light beams to exit the at least one waveguide and the top surface along a second axis. The DOE can diffract and project the collimated light beams. The optical sensor can detect the collimated light beams reflected off an object. The controller can determine a depth of the object with respect to the apparatus based on the detection.

Abstract: A rebaudioside D containing sweetening composition exhibiting taste like sugar containing a carrier and rebaudioside D is disclosed. A method of making the rebaudioside D containing sweetening composition; and a method of using the rebaudioside D containing sweetening composition are also disclosed.

Abstract: The ability to control media content play is provided. A media content user interface component that controls playback of the media content in a media player is activated. The component includes a circular progress bar and a progress marker that coincides with the circular progress bar. As the media content plays in the media player, the progress marker moves around the circular progress bar. User input moves the progress marker along the circular progress bar to rewind or fast forward the media content.

Abstract: In response to receiving a lighting system element request message from a gateway to detect a subset or all wireless RF floor beacons in the space, a lighting system element receives via a local wireless communication network, a respective floor beacon identification message including a detected respective wireless RF beacon identifier transmitted from a detected respective wireless RF floor beacon. The lighting system element determines a respective RF signal strength between the detected respective wireless RF floor beacon from the respective lighting system element based on the respective floor beacon identification message. The lighting system elements transmits, via the local wireless communication network, to the gateway a respective lighting system element report message including the detected respective wireless RF beacon identifier of the detected respective wireless RF floor beacon, the respective RF signal strength, and the respective lighting system element identifier.

Abstract: The invention discloses a light up buckle for use with a dog collar. This buckle design comprises a Plastic Computer Board (PCB) which incorporates LED's, a mini-USB port, a switch and a rechargeable battery. The lithium-ion battery is housed within the buckle assembly and is protected from water by means of rubber seals when the buckle is in the closed or locked position. The main components are molded from translucent plastic, to allow the LED's to illuminate the assembly when switched on. There are multiple settings for the LED's to allow for a steady illumination or various flashing/pulsing settings. The buckle is intended for illumination at night to aid the visibility of an owner's canine that wears the buckle on the collar. The buckle can be fitted onto a collar strap or body harness and so has multiple uses and applications. The buckle design is rounded and has smooth edges to ensure no discomfort is experienced by the canine.