Abstract: Systems and methods are disclosed for assigning a quality of service to a data packet in a communications network by mapping a Wi-Fi access layer identifier such as an SSID to a value in a datagram header, and subsequently using the datagram header to assign an appropriate data bearer for the datagram, the data bearer having a quality of service class identifier appropriate for the type of traffic expected to be sent over the particular Wi-Fi access layer.

Abstract: A worker resource management system may include a voice-directed mobile terminal that enables a dialog between a user and the voice-directed mobile terminal. At least one computer may be in communication with the mobile terminal. The computer can include a worker resource management module that receives and records user activity from the voice-directed mobile terminal. The worker resource management module can identify user productivity patterns and provide work assessment predictions based at least in part upon the user activity that is received and recorded. Management can make worker resource decisions in response to the user productivity patterns identified or the work assessment predictions provided by the worker resource management module.

Abstract: Techniques for cross-layer troubleshooting of application delivery are disclosed. In some embodiments, cross-layer troubleshooting of application delivery includes collecting test results from a plurality of distributed agents for a plurality of application delivery layers; and generating a graphical visualization of an application delivery state based on the test results for the plurality of application delivery layers (e.g., different application delivery layers).

Abstract: Techniques described herein implement heading identification and classification for a digital document in a digital medium environment. A document analysis system is leveraged to extract structural features from a digital document, identify heading candidates from among the structural features, validate the headings candidates, and classify validated headings into different headings types. The classified headings are then utilized to generate a sectioned version of the digital document (“sectioned document”) that is divided into different sections based on the headings. Further, a document directory is generated that includes the headings and that enables navigation to different sections of the sectioned document.

Abstract: A centralized platform for validation of machine learning (ML) models for robotic process automation (RPA) before deployment is provided. The validation platform may support multiple programming languages and build platforms in a single centralized platform. The platform may allow the user to upload the model in a predefined package structure. The platform may then validate the package for deployment.

Abstract: A method for displaying data on a computing device having a graphical user interface is disclosed. A selection of a merchant is received from a user via a user selection button displayed on the graphical user interface. A peer group for the merchant is determined. The peer group is comprised of one or more peer merchants that are in the same industry as the merchant. A first dataset having one or more merchant variables for the merchant is received. A second dataset having one or more peer variables for the peer group is received. The first dataset is analyzed to determine if one or more anomalies are present in the first data set. If one or more anomalies are present, the anomalies are removed. The one or more merchant variables and the one or more peer variables are displayed on a graphical user interface.

Abstract: In certain instances, a data management application (software application) that manages moving data files, and the like, from a primary high-speed storage system. An end-user can configure the data management application for particular files via management policies. Based on the management policies, after a file is migrated from the primary storage system to a targeted secondary storage system, a breadcrumb pointing to a webpage for the migrated file is left behind in the primary storage system. The webpage can be used to manage the migrated file, such as moving the migrated file back to the primary storage system.

Abstract: Devices and systems useful in concurrently receiving and transmitting Wi-Fi signals and Bluetooth signals in the same frequency band are provided. By way of example, an electronic device includes a transceiver configured to transmit data and to receive data over channels of a first wireless network and a second wireless network concurrently. The transceiver includes a plurality of filters configured to allow the transceiver to transmit the data and to receive the data in the same frequency band by reducing interference between signals of the first wireless network and the second wireless network.

Abstract: Provided herein are isotopologues of Compound A, which are enriched with isotopes such as, for example, deuterium. Pharmaceutical compositions comprising the isotope-enriched compounds, and methods of using such compounds are also provided.

Abstract: Motion parameters estimation for localization of differential drive vehicles is an important part of robotics and autonomous navigation. Conventional methods require introceptive as well extroceptive sensors for localization. The present disclosure provides a control command based adaptive system and method for estimating motion parameters of differential drive vehicles. The method utilizes information from one or more time synchronized command signals and generate an experimental model for estimating one or more motion parameters of the differential drive vehicle by computing a mapping function. The experimental model is validated to determine change in the one or more motion parameters with change in one or more factors and adaptively updated to estimate updated value of the one or more motion parameters based on the validation. The system and method of present disclosure provide accurate results for localization with minimum use of extroceptive sensors.

Abstract: The disclosed technology relates to a multibit memory cell. In one aspect, the multibit memory cell includes a plurality of spin-orbit torque (SOT) tracks, including at least a first SOT track and a second SOT track separate from the first SOT track. The cell further includes a plurality of magnetic tunnel junctions (MTJs), including at least a first MTJ arranged on the first SOT track, and a second MTJ and a third MTJ arranged on the second SOT track. The cell further includes an electrically conductive path connecting the first MTJ and the second MTJ together, and a plurality of terminals, of which some may be optional. The plurality of terminals can be configured to provide a first SOT write current to the first MTJ, a second SOT write current to the second MTJ, and at least one of: the second SOT write current to the third MTJ, a third SOT write current to the third MTJ, and an spin transfer torque (STT) write current through the third MTJ.

Abstract: A method for screening materials may include obtaining materials from a database. The method may include screening the materials to obtain a one or more screened materials. The method may include generating a training set based on the screened materials, validated experimental data, or both. The method may include establishing a machine learning screening model based on the training set, one or more target parameters, or both. The method may include applying the machine learning screening model to uncharacterized materials. The method may include outputting one or more materials having characteristics matching the target parameters.

Abstract: This disclosure relates generally to real-time path planning. Planning amidst obstacles in a cluttered indoor environment is a difficult task for a robotic agent. The disclosed method provides semidefinite programming induced free-space based path planning. Free-space is generated by an efficient environment grid resolution independent seeding technique. In the proposed resolution independent seeding technique, initial position of the robotic agent is considered as the first seed. For subsequent seeding, information of the expanded earlier seeds are employed intelligently. This process is followed unto a finite sequence, which naturally results in a contiguous navigable convex free-space. This contiguous navigable convex free-space is employed to create an undirected graph, which is then used for path planning. Path planning is done locally by evaluating the subgoal with respect to a final goal. Local planning cumulatively assists the planner to attain the final goal.

Abstract: An approach is provided for controlling computer resource usage. A new event in an integration flow in an integration platform is detected. Sender and receiver information is identified and hashed. A portion of data being sent by the sender to the receiver is selected and hashed. It is determined that the hashed sender and receiver information matches a first entry and the hashed selected portion of the data matches a second entry in a pattern repository. A recurring event in the integration flow is identified, where the recurring event uses an amount of computer resources that exceeds a threshold amount. An action is performed which reduces the amount of computer resources used by the integration flow to a new amount that does not exceed the threshold amount.

Abstract: A method of managing an interaction of a student with a class about a subject, the subject having at least one lesson having at least one topic, the topic having at least one of exposition content, demonstration content and test content, the test content having a query and a scheme for mapping a response to a result, comprising: presenting content to the student and storing the interaction of the student with the content presented.

Abstract: Discussed herein are dynamically generated, customized electronic messages based on, for example, data representing attributes of an electronic message to be generated for an intended recipient; and, in response to receiving the data, sending custom content triggering data based on the attributes, where the custom content triggering data represent at least a dynamic portion of customized content to be added subsequently into the electronic message while the electronic message is rendered for display to the intended recipient; generating the electronic message content, which includes the custom content triggering data; and sending the electronic message to the intended recipient; and, in response to receiving the custom content triggering data, determining attributes of the electronic message based on the custom content triggering data; and generating the dynamic portion of customized content based on the electronic message attributes.

Abstract: A processor, system and/or techniques are disclosed for prefetching data streams in a processor. A prefetcher issues a plurality of requests to pre-fetch data from a stream in a plurality of streams; evaluates a confidence level of at least the first request based on an amount of confirmations observed in the stream; and assigns at least a first more aggressive prefetching ramping mode or a second less aggressive prefetching ramping mode based upon the confidence level of a thread associated with the prefetch request, wherein the prefetcher has one or more probationary states and is configured to transition between the first and second prefetching ramp mode by entering at least one of the probation states wherein the prefetcher continues to operate in the first prefetching ramp mode. In another aspect, the prefetcher may transition to the one or more probation states after a number of cycles.

Abstract: Disclosed herein are methods and systems determining contextual awareness for a mobile device and adjusting settings based on the contextual awareness determination. A method for determining an environmental context for a mobile device includes capturing, by one or more non-intrusive sensors on a mobile device, sensor data associated with the one or more non-intrusive sensors, where global positioning system sensor data is unavailable, generating, by the mobile device, a sensor data attribute from each captured sensor data, determining, by the mobile device, an environmental context for the mobile device from the sensor data attribute, and adjusting, by the mobile device, settings on the mobile device based on the determined environmental context.

Abstract: A location tracking and distance monitoring system includes a plurality of portable transponders, each portable transponder having a wireless transmitter and configured to transmit location data, a location database storing the location data transmitted by the plurality of portable transponders, wherein each portable transponder is identified as a tag with co-ordinates in the location database, a distance monitoring module comprising at least one processor and configured via computer executable instructions to access the location data from the location database, define a coverage region with a coverage radius around each tag, determine overlapping zones of the coverage regions of the tags, and generate tag clusters based on the overlapping zones. Further, an associated method and computer readable medium are provided.

Abstract: Described is a high speed, low power level shifter circuit which includes a cross-coupled level shifter coupled to a sensing circuit. The sensing circuit turns off a cross-coupled node of a pair of cross-coupled nodes based on detecting that an input voltage has crossed a threshold voltage for a cross-coupled input transistor of a pair of cross-coupled input transistors, i.e. due to switching from a current logic level to an incoming logic level. Once the sensing circuit detects a threshold voltage crossing, a pull-up circuit pulls high a cross-coupled node and cross-coupled source transistor tied to the cross-coupled node. This turns off the cross-coupled source transistor and turns on another cross-coupled source transistor. Two parallel paths are now established to pull the cross-coupled node high, enabling a high-speed transition. The turning off of the cross-coupled source transistor also pulls the output to the incoming logic level.