Abstract: A hinge includes a fore-aft adjustment bracket, a lateral adjustment bracket, and a vertical adjustment bracket including a fore-aft adjustment opening, a lateral adjustment opening, and a vertical adjustment opening, respectively. The hinge also includes an upper housing member coupled to the fore-aft adjustment bracket, and a lower housing member coupled to the lateral adjustment bracket and the vertical adjustment bracket. The hinge further includes a hinge pin accommodated in a hinge pin opening defined by the upper and lower housing members, a pair of guide pins accommodated in a pair of arcuate channels in the lower housing, and a fore-aft adjustment eccentric fastener, a lateral adjustment eccentric fastener, and a vertical adjustment eccentric fastener configured to extend into the fore-aft adjustment opening, the lateral adjustment opening, and the vertical adjustment opening, respectively.

Abstract: The present invention comprises a novel method for generating AI training data sets and evaluating the efficacy of AI algorithms against real data. The invention consists of both hardware and software devices. The described hardware devices are capable of providing known test object metadata and state information such that the appropriate attributes of a test object may be known a priori for use in AI algorithms. The described software devices are capable of performing the temporal association of the sensor and test object metadata and either building the training data set or statistically evaluating the accuracy of a pre-existing AI algorithm.

Abstract: A two-stage atomizer having a primary heating element and a secondary heating element. The primary heating element heats a fluid to generate an aerosol with a given average particle size. The secondary heating element reheats the aerosol from the first heating element to produce a final aerosol having a reduced average particle size. The two-stage atomizer is configured to operate with an electronic vaporizer device having a power source and control electronics.

Abstract: A method of decoding may comprise: receiving a bitstream comprising compressed video/image data; parsing or deriving, from the bitstream, an output layer set mode indicator in a video parameter set (VPS); identifying output layer set signaling based on the output layer set mode indicator; identifying one or more picture output layers based on the identified output layer set signaling; and decoding the identified one or more picture output layers.

Abstract: In one aspect, an example methodology implementing the disclosed techniques includes, responsive to a determination, by a first thread attempting to start an operation, that a second thread has started the operation, obtaining a value of a stamp included in a synchronization object related to the operation. The method also includes determining, by the first thread, whether the value of the stamp obtained is the same as a current value of the stamp and, responsive to a determination that the obtained value of the stamp is not the same as the current value of the stamp, continuing execution of the first thread. The method may further include, responsive to a determination that the obtained value of the stamp is the same as the current value of the stamp, suspending execution of the first thread.

Abstract: A scalable video decoder is described which is configured to reconstruct a base layer signal from a coded data stream to obtain a reconstructed base layer signal; and reconstruct an enhancement layer signal including spatially or temporally predicting a portion of an enhancement layer signal, currently to be reconstructed, from an already reconstructed portion of the enhancement layer signal to obtain an enhancement layer internal prediction signal; forming, at the portion currently to be reconstructed, a weighted average of an inter-layer prediction signal obtained from the reconstructed base layer signal, and the enhancement layer internal prediction signal to obtain an enhancement layer prediction signal such that a weighting between the inter-layer prediction signal and the enhancement layer internal prediction signal varies over different spatial frequency components; and predictively reconstructing the enhancement layer signal using the enhancement layer prediction signal.

Abstract: A motorized window treatment system may include a roller tube, a flexible material, a motor drive unit, and mounting brackets. The mounting brackets may include a stationary portion configured to be attached to a structure surrounding a window. The mounting brackets may include a movable portion configured to receive an end portion of a housing of a motor drive unit. The movable portion may be configured to operate the motorized window treatment between the operating position and the extended position in a circular-shaped path. A portion of the motor drive unit may be accessible when the motorized window treatment is in the extended position. The mounting brackets may include a stopping mechanism that is configured to prevent the motorized window treatment from extending beyond the extended position.

Abstract: An atmospheric water generator apparatus. In one embodiment, the apparatus includes a fluid cooling device. A water condensing surface is thermally connected to the fluid cooling device, the water condensing surface having a superhydrophobic condensing surface, a highly hydrophobic condensing surface, a superhydrophilic condensing surface, a highly hydrophilic condensing surface, or a combination thereof. An air-cooled heat rejection device is in fluid communication with a fluid cooling device. An air fan is configured to induce airflow across the water condensing surface in order to condense and extract water from the atmosphere.

Abstract: A method for training a plurality of task neural networks such that the trained task neural networks are compatible with each other is described. The method includes receiving, for each of the plurality of task neural networks, a respective training data set; forming an auxiliary loss function for the plurality of task neural networks, in which the auxiliary loss function ensures that the trained task neural networks would be compatible with each other; and training the plurality of task neural networks to optimize a combined loss function. The combined loss function is a combination of respective task loss functions for the respective machine learning tasks and an auxiliary loss function that encourages compatibility between the task neural networks.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for reliably performing data compression and data decompression across a wide variety of hardware and software platforms by using integer neural networks. In one aspect, there is provided a method for entropy encoding data which defines a sequence comprising a plurality of components, the method comprising: for each component of the plurality of components: processing an input comprising: (i) a respective integer representation of each of one or more components of the data which precede the component in the sequence, (ii) an integer representation of one or more respective latent variables characterizing the data, or (iii) both, using an integer neural network to generate data defining a probability distribution over the predetermined set of possible code symbols for the component of the data.

Abstract: Various embodiments are directed to cart grounding devices for conveyor assemblies and methods of using the same. In various embodiments, a cart grounding device for a conveyor assembly may comprise a frame engagement element configured for attachment to at least a portion of a conveyor assembly; an arm assembly comprising an arm element hingedly connected relative to the frame engagement element; and a cart interface component configured to physically engage a connected plurality of conveyor carts of the conveyor assembly to provide a ground path from the conveyor carts to a ground, the cart interface component comprising one or more grounding wheels configured to physically contact the conveyor carts and rotate about a respective central wheel axle based on the physical contact with the conveyor carts, wherein the arm assembly defines a biased configuration that biases the cart interface component in a direction towards the conveyor carts.

Abstract: A transperineal biopsy guide for use with a tubular structure and a transrectal probe. The tubular structure is sized to receive a biopsy instrument therethrough. The transperineal biopsy guide includes a mount attachable to the transrectal probe, a stabilizing structure extending from the mount, and a platform pivotable relative to the stabilizing structure about an axis perpendicular to the longitudinal axis of the probe when the mount is attached to the probe. When the tubular structure is received by the platform and the mount is attached to the transrectal probe, the tubular structure can be positioned in the sagittal plane of the transrectal probe in a plurality of angular orientations relative to the longitudinal axis of the transrectal probe via pivoting of the platform relative to the stabilizing structure.

Abstract: Methods and systems cause display of email messages of a user on a screen of a computing system based on scores associated with the email messages. An email ranking system may have assigned the scores to the email messages. The scores are based on actions that other recipients of the email messages have taken with respect to the email messages. In calculating the scores, the actions of the other recipients may receive different weights based on how closely connected a recipient is to the user and a type of connection the recipient has to the user. A network graph may indicate how closely connected the recipient is to the user and the type of connection the recipient has to the user.

Abstract: A base station (BS) supporting a protocol stack can implement a method for increasing network efficiency. The method includes transmitting (202), to at least a first user equipment (UE), a group identity for a group of two or more UEs that includes the first UE. The method further includes generating (302), by processing hardware of the base station and using the group identity, a data signal that includes aggregated downlink data. The aggregated downlink data includes (i) a UE-specific identity for at least two target UEs within the group and (ii) for each target UE of the at least two target UEs, a respective UE-specific identity, at an upper layer of the protocol stack, that indicates a location of the UE-specific downlink data intended for the target UE within the aggregated downlink data. The method further includes transmitting (306) the data signal to at least a portion of the group via a downlink data channel.

Abstract: A process is provided for purification of biogas to produce biomethane. The biogas is treated in a pressure swing adsorption unit to remove carbon dioxide and water. Other impurities including oxygen, hydrogen and carbon monoxide may be removed by an additional adsorption bed. The adsorption beds may be single stage or two-stage VPSA or PSA adsorption beds.

Abstract: A smokeless tobacco product includes smokeless tobacco and structural fibers. The structural fibers forming a network in which the smokeless tobacco is entangled. The structural fibers have a composition different from the smokeless tobacco. The tobacco-entangled fabric can have an overall oven volatiles content of at least 10 weight percent. In some embodiments, the structural fibers form a nonwoven network. In some embodiments, fibrous structures of the smokeless tobacco are entangled with the structural fibers.

Abstract: A method includes receiving audio data corresponding to a query spoken and processing the audio data to generate multiple candidate hypotheses each represented by a respective sequence of hypothesized terms. For each candidate hypothesis, the method includes determining whether the sequence of hypothesized terms includes a source phrase from a list of phrase correction pairs. Each phrase correction pair includes a corresponding source phrase that was misrecognized and a corresponding target phrase replacing the source phrase. When the respective sequence of hypothesized terms includes the source phrase, the method includes generating a corresponding additional candidate hypothesis that replaces the source phrase.

Abstract: The disclosed embodiments include methods, systems, and articles of manufacture for providing offers for merchant accounts. The disclosed embodiments include, for example, a system for providing offers for accounts associated with a merchant. The system may be configured to receive a product identifier from a consumer, the product identifier identifying a product available from a merchant. The system may also determine whether the consumer has a current financial service account associated with the merchant. Further, the system may determine one or more incentives to offer the consumer, the one or more incentives being based at least in part on the product identifier.

Abstract: An optical phased array (OPA) photonic integrated chip includes a plurality of array elements, a plurality of phase shifters, a plurality of combiners, and an edge coupler configured to couple to a single mode waveguide. The plurality of phase shifters includes a layer of phase shifters that has a phase shifter connected to each array element in the plurality of array elements. The plurality of combiners is configured to connect the plurality of phase shifters to the edge coupler. The plurality of combiners includes a first combiner that has a first output that is connected to a second combiner or the edge coupler, and a second output of the first combiner is connected to a photodetector. An in-phase light portion at the first combiner is output through the first output, and an out-of-phase light portion at the first combiner is output through the second output.