Abstract: The invention provides an animal feed composition comprising microbial ?-amylase, for example, an animal feed composition comprising transgenic plant material comprising a microbial ?-amylase (e.g., a thermostable microbial ?-amylase). The invention further provides methods of increasing animal performance and/or the efficiency of feed utilization by an animal (e.g., for milk or meat production), comprising feeding to the animal an animal feed composition of the present invention.

Abstract: A system for facilitating workload portability is provided. The system includes a target server instantiated at a target platform and configured to store, at the target platform, one or more snapshots of a workload executing at a source platform. The snapshots are captured at each defined time-interval and correspond to an incremental change in the workload in raw state. The stored snapshots include boot files and data files. The target server updates, based on a trigger pertaining to workload portability of the workload, the boot files and the data files with configuration supported by the target platform. The target server executes the updated boot files and data files at the target platform. The execution of the workload at the target platform is identical to the execution thereof at the source platform.

Abstract: Systems and methods are disclosed herein for using integrated access and backhaul (IAB) nodes configured to provide multi-access edge computing (MEC) functionality. An IAB node may include a MEC functionality that includes an instance of an application configured for MEC. A UE using the application connects to the network through an access link with the IAB node and establishes a PDU session for traffic of the application with a core network (CN). The CN may determine that the traffic corresponds to the application, and that an instance of the application is present on the IAB node. Accordingly, the CN may instruct the IAB donor to instantiate a remote packet data convergence protocol (PDCP) layer and, in some cases, a remote service data application (SDAP) layer that are configured to route the traffic from the UE for the application to the instance of the application on the IAB node.

Abstract: A recovery orchestration pipeline has stages configured to control efficient failover and recovery of applications in a multi-site disaster recovery (DR) environment. The applications run on user virtual machines (UVMs) at a primary site of the DR environment and connect to block storage devices (BSDs) that export virtual disks over a storage protocol to consume data including a recovery plan for disaster recovery. The recovery plan includes a recovery configuration whose generation is triggered by a user via a graphical user interface (GUI) and specifies resource requirements needed to recover the applications at a secondary site in the event of a disaster. The orchestration pipeline is initiated via single click of the GUI and completion of the stages of the pipeline is displayed as progress via the GUI to allow recovery of the applications without user intervention.

Abstract: Disclosed herein are systems and methods for determining the scaling factors for a neural network that satisfy the activation functions employed by the nodes of the network. A processor identifies a saturation point of an activation function. Next, the processor determines a scaling factor for an output feature map based on the saturation point of the activation function. Then, the processor determines a scaling factor for an accumulator based on the scaling for the output feature map and further based on a shift value related to a quantization. Finally, the processor determines a scaling factor for a weight map based on the scaling factor for the accumulator.

Abstract: A memory device includes a plurality of select lines, a plurality of word lines, an array of memory cells, a bitline, and a resistance device. The array of memory cells includes multiple rows and multiple columns. The bitline is structured to receive a current in a read operation, causing a value stored in a selected memory cell to be readable when a select line and a word line that interest the selected memory cell are selected. The resistance device has a first terminal and a second terminal. The first terminal is coupled to the select lines, and the second terminal is coupled to ground. The resistance device is structured to bias, in the read operation, word lines of unselected memory cells in a column of a selected memory cell to a determined negative voltage.

Abstract: In implementations of systems for efficiently generating blend objects, a computing device implements a blending system to assign unique shape identifiers to objects included in an input render tree. The blending system generates a shape mask based on the unique shape identifiers. A color of a pixel of a blend object is computed based on particular objects of the objects that contribute to the blend object using the shape mask. The blending system generates the blend object for display in a user interface based on the color of the pixel.

Abstract: Embodiments of the present invention provide a system for interconnection, translation, and transition between disparate digital ecosystems. The system is configured for determining that a user is requesting to access a first digital ecosystem, receiving a first authentication credentials of the user from the first digital ecosystem for verification, determining that the verification of the first authentication credentials is successful and provide access to the first digital ecosystem, determining that the user is requesting transition to a second digital ecosystem from the first digital ecosystem, receiving second authentication credentials of the user from the second digital ecosystem for verification, determining that the verification of the second authentication credentials is successful and provide access to the second digital ecosystem, and preparing and transmitting a data payload to the second digital ecosystem.

Abstract: The present disclosure relates to transmitting synchronization signals and in particular to so called beam sweep. In particular the disclosure relates to methods for providing synchronization using synchronization sequences that are transmitted at different points in time. The disclosure also relates to corresponding devices and computer programs. A method in a network node, for transmitting synchronization sequences of a synchronization signal to one or more receiving wireless devices, comprises determining multiple synchronization sequences, such that each synchronization sequence comprises a respective timing indication, whereby each synchronization sequence enables determination of a time of an event in a receiving wireless device and transmitting the synchronization sequences to the one or more wireless devices, at different points in time.

Abstract: Aspects of the present disclosure provide techniques for machine learning and rules integration. Embodiments include receiving input values corresponding to a subset of a set of input variables associated with an automated determination. Embodiments include generating a directed acyclic graph (DAG) representing a set of constraints corresponding to the set of input variables. The set of constraints relate to one or more machine learning models and one or more rules. Embodiments include receiving one or more outputs from the one or more machine learning models based on one or more of the input values. Embodiments include determining outcomes for the one or more rules based on at least one of the input values. Embodiments include populating the DAG based on the input values, the one or more outputs, and the outcomes. Embodiments include making the automated determination based on logic represented by the DAG.

Abstract: In some implementations, a monitoring device may obtain a plurality of time-series data streams respectively associated with a plurality of resources. The monitoring device may generate, using a plurality of machine learning models and based on the plurality of time-series data streams, a plurality of sets of multi-step forecast values, wherein each set of multi-step forecast values is associated with the plurality of resources. The monitoring device may determine, based on the plurality of sets of multi-step forecast values, a set of particular multi-step forecast values associated with the plurality of resources. The monitoring device may cause, based on the set of particular multi-step forecast values, one or more actions to be performed. In some implementations, the monitoring device may determine, based on the plurality of time-series data streams and the plurality of sets of multi-step forecast values, that a correlation exists between a first resource and a second resource.

Abstract: Described herein are 6xxx series aluminum alloys with unexpected properties and novel methods of producing such aluminum alloys. The aluminum alloys are highly formable and exhibit high strength. The alloys are produced by continuous casting and can be hot rolled to a final gauge and/or a final temper. The alloys can be used in automotive, transportation, industrial, and electronics applications, just to name a few.

Abstract: Methods and compositions for modulating a target genome are disclosed.

Abstract: A virtual assistant server extracts concept(s) from a received user query and correlates the extracted concept(s) to a plurality of nodes in a knowledge graph to identify qualifying path(s) in the knowledge graph. Further, when the two or more qualifying paths are identified, the virtual assistant server addresses one or more ambiguities in the knowledge graph by: prompting the user device to resolve a current one of the one or more ambiguities progressing from contextual nodes towards leaf nodes in the knowledge graph; receiving a response to the prompt from the user device; and repeating the prompting and the receiving until each of the one or more ambiguities is resolved and a matching path to the received query is identified. Finally, the virtual assistant server outputs content associated with a leaf node of the matched path to the user device.

Abstract: A method of managing security rules may include extracting metadata from a data packet received at a first network device. The metadata including network metadata and network system metadata. The method may further include distributing the metadata to at least one service endpoint registered with the first network device, receiving from the at least one service endpoint, an indication as to how traffic associated with the data packet is to be handled, and enabling the traffic based at least in part on feedback received from the at least one service endpoint and creating a first service flow hash entry of a hash table associated with the data packet at the first network device. The first service flow hash entry identified each of a number of services using a unique number. The method may further include distributing the hash table including the first service flow hash entry across a fabric to at least a second network device.

Abstract: An authentication system facilitates a transfer of enrollment in authentication services between client devices. The authentication system enrolls a client device in authentication services to enable the client device to be used for authenticating requests to access one or more services. As part of enrolling the client device, the authentication system receives authentication enrollment information for the client device that is associated with one or more authentication credentials securely stored on the client device (e.g., a multi-factor authentication (MFA) certificate). The authentication system facilitates one or more processes for transferring the enrollment from an enrolled client device to a non-enrolled client device that limit the number and complexity of actions performed by the user.

Abstract: Dynamic partitioning of a search space of queries is implemented for flexible, heuristic database querying. Search space partitioning refers to dividing the search space for a submitted query into smaller parts by augmenting the queries to append thereto an additional predicate comprising a dynamic partition key and a value(s) selected based on heuristics (e.g., recency and/or relevancy of the value(s)). A plurality of candidate augmentations of the query and corresponding query plans are generated and evaluated based on additional heuristics to determine which can be executed to yield the best results in terms of result quality and latency. This query plan is selected and executed for retrieval of results that satisfy the query, with pagination utilized for presentation of the results. The procedure of generating candidate query plans, selecting one of the candidates for execution, and paginating results is repeated until a search termination criterion is satisfied.

Abstract: A system includes a non-transitory computer readable medium configured to store instructions thereon; and a processor. The processor is configured to receive alarm data related to equipment in a telecommunication network. The processor is configured to receive a correlation rule and a mass outage rule, wherein each mass outage rule is associated with a correlation rule. The processor is configured to perform a first aggregation using the alarm data based on domain, vendor, equipment type, classification, or geographic information; and associate the aggregated alarm data with a corresponding correlation rule. The processor is configured to determine a number of pieces of equipment that are associated with each correlation rule; determine whether the determined number is equal to or greater than a threshold value; and generate an incident report in response to the number of pieces of equipment being equal to or greater than the at least one threshold value.

Abstract: A system includes persistent storage containing predefined user interface (UI) component templates and a representation of a web page that includes a runtime UI component configured to reserve an empty portion of the web page to be populated by UI components generated at runtime. The system also includes a processor configured to perform operations, including receiving, from a client device, a request for the web page, and determining, based on the request, that the web page includes the runtime UI component. The operations also include determining runtime parameter values associated with the request, and determining, based on the runtime parameter values and the predefined UI component templates, context-specific UI components to populate the empty portion of the web page. The operations further include generating a context-specific representation of the web page based on the context-specific UI components, and transmitting, to the client device, the context-specific representation.

Abstract: An apparatus includes a delta-sigma modulator digital-to-analog converter section having a multiple stag cascaded error cancellation architecture, each stage including a delta-sigma modulator followed by a digital-to-analog converter, the delta-sigma modulator digital-to-analog converter section configured to receive a digital input and to generate an analog output. An inverting amplifier-based analog filter is coupled to receive the analog output, the inverting amplifier-based analog filter configured to filter the analog output to produce a filtered analog output.