Abstract: An extensible policy-based service layer dynamic authorization framework can allow a service layer to determine whether or not to grant or deny a registrant access to a resource or service hosted by the service layer for which the registrant currently lacks the proper privileges to access. This method can also enable a service layer to dynamically update its statically configured authorization privileges (by leveraging its dynamic authorization results) such that future requests from the same registrant and to the same resource and service do not require dynamic authorization to be performed.

Abstract: The present disclosure generally relates to a deep neural network (DNN) device utilizing spin orbital-spin orbital (SO-SO) devices. The SO-SO devices each includes two SOT layers, a first spin orbit torque (SOT1) layer, a second spin orbit torque (SOT2) layer, and a ferromagnetic layer disposed between the SOT1 and SOT2 layer. Each SO-SO device further comprises three terminals, one per each SOT layer, for in plane current flow to or from the respective SOT layer, and one for perpendicular current flow through multiple layers, or the overall stack, of the SO-SO device. The SO-SO device thus efficiently provides spin-to-charge and charge-to-spin mechanisms in the same device, and can be flexibility configured to perform various functions of a neural node of a DNN. These functions include storing programmed weights, multiplying inputs and weights and summing such multiplication results, and performing an activation function to determine a neural node output.

Abstract: A method and apparatus for building a fuselage assembly for an aircraft. A number of fixtures may be drive across a floor to an assembly area to form an assembly fixture. The fuselage assembly may be built on the assembly fixture.

Abstract: A shotgun magazine carrier for a competition shotgun to be attached to a competition belt or tactical belt. The carrier will fully attach to the magazine, so much so that it will remain on the magazine as it is installed onto the shotgun. The magazine will be configured such that it will remain in place as the competitor moves around the course whether in the mounted belt position or on the shotgun itself. The carrier consists of two parts, which can be made of metal or plastic, held together around the magazine with one or more fasteners. One of the two metal parts will be bent at a ninety-degree angle, in a clip shape, in order to fit directly over the competition or tactical belt securely next to the body of the user. The carrier will remain securely in place when in movement and during loading of the magazine.

Abstract: Methods, systems, and devices may support capabilities of user equipment which may be part of an application programming interface (API) exposure system or deployment, such as common API framework (CAPIF).

Abstract: Techniques are disclosed herein for focused training of language models and end-to-end hypertuning of the framework. In one aspect, a method is provided that includes obtaining a machine learning model pre-trained for language modeling, and post-training the machine learning model for various tasks to generate a focused machine learning model. The post-training includes: (i) training the machine learning model on an unlabeled set of training data pertaining to a task that the machine learning model was pre-trained for as part of the language modeling, and the unlabeled set of training data is obtained with respect to a target domain, a target task, or a target language, and (ii) training the machine learning model on a labeled set of training data that pertains to another task that is an auxiliary task related to a downstream task to be performed using the machine learning model or output from the machine learning model.

Abstract: According to some embodiments, systems and methods are provided, comprising a classification data store that contains electronic records associated with entity classifications; and the back-end application computer server, coupled to the classification data store, including: a computer processor; and a memory coupled to the computer processor and storing instructions that, when executed by the computer processor, cause the back-end application computer server to: receive a name and an address associated with the name; receive third-party data associated with the name; classify the name as an enterprise type using a classification tool and the third-party data, the classification tool including a trained hybrid machine learning (ML) model; a communication port coupled to the back-end application computer server to facilitate an exchange of data with a remote device via a distributed communication network to support interactive user interface displays that include information about the classification.

Abstract: Systems, methods, and software are disclosed herein for an iterative process of visualization generation. In an implementation, a computing device receives a user request to generate a visualization. The computing device submits a first prompt to a foundation model to obtain code for generating an instance of the visualization requested by the user. The computing device generates an instance of the visualization using the code. The computing device submits the instance of the visualization to an image model to obtain a description of the instance and submits a second prompt to the foundation model to obtain an evaluation of the instance of the visualization with respect to the visualization requested by the user, including the description produced by the image model.

Abstract: Disclosed in some examples are methods, systems, devices, and machine-readable medium for providing a consumer collections and servicing analytics platform and application to simplify data analyst search and analysis of data from disparate data sources. The platform and application ingest data into a centralized data repository, from a plurality of disparate data sources. The application transforms the ingested data into standardized data using one or more standardized formats and applies custom processing algorithms and data enrichment techniques to the standardized data to generate enriched data. The application automates manual data collection and reporting processes using the enriched data and causes a user interface to be displayed to the user device, the user interface including self-service access to the enriched data in the centralized data repository.

Abstract: An example method includes generating a first interleave instruction based on compilation of a source file configured for execution by the first processor; generating a predication instruction to mask lane(s) of a first source register and a second source register of the second processor, in which the first source register stores a first vector and the second source register stores a second vector, based on translation of the source file; and generating a second interleave instruction based on compilation of the translated source file. The method further includes, based on the predication instruction and the second interleave instruction, reading respective portions of the first and second vectors from unmasked lanes of the first and second source registers, and interleaving the read portions to produce a third vector, which is then stored in a destination register of the second processor.

Abstract: An apparatus has a keeper plate with a keeper plate outer perimeter. An annular magnet array with an annular magnet array outer perimeter is coincident with the keeper plater outer perimeter. An inner top magnet is positioned on a centerline of a first side of the keeper plate and an inner bottom magnet is positioned on the centerline of a second side of the keeper plate. The inner top magnet is of a first magnetic orientation and the annular magnet array and the inner bottom magnet have a second magnetic orientation opposite the first magnetic orientation to form a magnetic field environment that provides plasma confinement of ionizing electrons which causes a gas operative as a reactive gas and sputter gas to become ionized and subsequently be directed to a target cathode while simultaneously causing the ionization of sputtered species which are dispersed across a substrate.

Abstract: A computation method for the binary neural network is performed on a computing device that includes one or more processors and a memory storing one or more programs executed by the one or more processors, and includes generating a fully connected graph based on output channels of a convolutional layer of a binary neural network, extracting a minimum spanning tree from the fully connected graph, and re-arranging an order of computations between respective output channels based on the minimum spanning tree.

Abstract: A structural support device for supporting a joist relative to a support includes a joist engagement portion configured to engage the joist and be secured directly to the joist. A support engagement portion extends from the joist engagement portion and is configured to engage the support and be secured directly to the support. At least one hook extends from one of the joist engagement portion and support engagement portion and is configured to locate and hold the structural support device on the support prior to securing the support engagement portion to the support with a fastener.

Abstract: An electronic device including circuitry configured to send a request to a core network, wherein the request informs the core network that the electronic device is capable of aggregating data and relaying data from other electronic devices; receive one or more aggregation policies from the core network, wherein the one or more aggregation policies provide parameters that instruct how the electronic device is to aggregate and relay data; receive data from the other electronic devices; aggregate the data from the other electronic devices based on the parameters; and send the aggregated data to the core network.

Abstract: A wedge shaped container formed from a folded web of flexible material. The container comprises a base (1), a rear wall (2) connected to the base, and a pair of upstanding side walls decreasing in height from the rear wall to the opposite end of the base. Each side wall is formed of two side wall panels (4, 6) connected at an edge of the base and connected by a hinge joint. From a fold-flat configuration, folding of the rear wall (2) away from the base (1) causes the side wall panels (4, 6) to be folded inwardly into the erected configuration. The container may have an integral lid (8). The invention also extends to a method of making a blank using a sequence of cuts to create unsupported file regions.

Abstract: Systems and methods for the intravascular treatment of clot material within a blood vessel of a human patient are disclosed herein. A device in accordance with embodiments of the present technology can include, for example, a plurality of interconnected struts forming a unitary structure having a proximal portion and a distal portion. The struts can form a plurality of first cells in the proximal portion and a plurality of second cells, smaller than the first cells, in the distal portion. The device can be pulled against clot material within a blood vessel to engage, disrupt, and/or capture the clot material.

Abstract: Systems and methods are introduced to enable cross-domain discovery. Systems and methods are also introduced to create representations of resources and information discovered from cross-domain discovery.

Abstract: A method that may be computer implemented converts a tensor value from a first format to a second format and trains a neural network. The method determines a maximum exponent code in the first format and subtracts a first bias to obtain the highest needed exponent. It determines a second bias from the highest available code (HAC) in the second format and the HNE, and converts the tensor value from the first format to the second format by using the second bias instead of the first bias. The method uses the second format to train the neural network. The method may round the mantissa of the tensor value in the first format to obtain a rounded mantissa of the tensor value for the second format.

Abstract: Disclosed herein is a process for the manufacture of a coated cathode active material comprising the steps of: (a) providing a particulate electrode active material according to general formula Li1+xTM1?xO2, where TM is a combination of metals including Ni and Mn, and, optionally, at least one element selected from Al, Mg, or transition metals other than Ni and Mn, and x is in the range of from zero to 0.2, where at least 50 mole-% of the metal of TM is Mn, (b) treating the particulate electrode active material with an aqueous solution of at least one salt of Sn2+, (c) removing the water, thereby obtaining a solid residue, and (d) treating the residue obtained from step (c) thermally.

Abstract: In some aspects, a computing device may receive, at a data processing system, a set of utterances for training or inferencing with a named entity recognizer to assign a label to each token piece from the set of utterances. The computing device may determine a length of each utterance in the set and when the length of the utterance exceeds a pre-determined threshold of token pieces: dividing the utterance into a plurality of overlapping chunks of token pieces; assigning a label together with a confidence score for each token piece in a chunk; determining a final label and an associated confidence score for each chunk of token pieces by merging two confidence scores; determining a final annotated label for the utterance based at least on the merging the two confidence scores; and storing the final annotated label in a memory.