Abstract: Techniques are described that facilitate generating neural network (NNs) tailored to optimize specific properties of medical images using novel loss functions. According to an embodiment, a system is provided that comprises a memory that stores computer executable components, and a processor that executes the computer executable components stored in the memory. The computer executable components comprise a training component that trains a NN to generate a modified version of computed tomography (CT) data comprising one or more optimized properties relative to the CT data using a loss function tailored to control learning adaptation of the NN based on error attributed to one or more defined components associated with the CT data, resulting in a trained NN, wherein the one or more defined components comprise at least one of a frequency component or a spatial feature component.

Abstract: Embodiments described herein relate to methods, systems, and non-transitory computer readable mediums storing instructions for creating and executing migration workflows to replicate or migrate data (collectively referred to herein as ‘migration’) from one device or set of devices to another device or set of devices (e.g., from one computing environment to another). The method of migration involves obtaining relationship information with regards to the applications that will be migrated from one device to another device or set of devices, and classifying the applications based on their relationships such as HAS-A and IS-A. Based on these classifications, one or more embodiments of the invention generate a relationship matrix in order to assign priority to the migration of each individual application. The applications are then migrated based on the matrix and assigned priorities.

Abstract: An information handling system receives information from an input pointer, obtains a first coordinate from the information with respect to a first direction of a display, obtains a second coordinate from the information with respect to a second direction of a display screen, and obtains a third coordinate from a scrolling value representative of an amount of scrolling of a contiguous presentation of displayable information for display of a portion of the contiguous presentation of displayable information within the display. The system also obtains a fourth coordinate representative of a time at which the first coordinate and the second coordinate are obtained, and provides an unambiguous record of a user's navigation of the contiguous presentation of displayable information based on the first coordinate, the second coordinate, the third coordinate, and the fourth coordinate.

Abstract: A method, system, and computer program product for parallel regression to bypass regression process interruption are provided. The method identifies an RTL design. The RTL design is converted into a control data flow graph having a plurality of nodes and a plurality of arcs. A mapping table is generated with a machine learning database from a set of test cases based on the control data flow graph. The method selectively calls one or more test cases of the set of test cases to merge a branch to a main repository to bypass a portion of a regression process.

Abstract: According to some embodiments, a method includes receiving, from a graphical user interface, an indication that a user has purchased licenses associated with a CNF. The method further includes sending, to a second computing system of a CNF, first instructions regarding the licenses purchased by the user. The method further includes receiving an indication that the user wishes to deploy a particular router in the CNF with a particular data connection and retrieving, from the second computing system of the CNF, a list of licenses previously purchased by the user. The method further includes automatically determining, from the list of licenses, appropriate licenses for the particular router that the user wishes to deploy in the CNF. The method further includes sending second instructions that are operable to deploy the particular router in the CNF with the particular data connection and apply the determined licenses to the deployed particular router.

Abstract: The present technology discloses methods, systems, and non-transitory computer-readable storage media for establishing a redundant path connection. An example method can include configuring a software-defined wide-area network (SDWAN) tunnel between an on-premises router and a plurality of SDWAN routers; configuring a virtual layer 2 connection between the plurality of SDWAN routers and handoff locations for a virtual cloud resource (VCR) associated with at least one VCR tag, wherein a software-defined cloud infrastructure (SDCI) underlay associated with at least one SDCI provider connects to a cloud service provider (CSP) at the handoff locations; configuring a VCR connection between at least one VCR associated with the VCR tag and the handoff locations for the at least one VCR; configuring a border gateway protocol (BGP) session between the plurality of SDWAN routers and the handoff locations; and validating the SDWAN tunnel, the virtual layer 2 connection, the VCR connection, and the BGP session.

Abstract: A distributed data platform is able to predict whether data stored on a first network infrastructure component will be needed by a second network infrastructure component and prepares the data to be transmitted to the second network infrastructure component. The distributed data platform identifies a plurality of network infrastructure components connected to a network, and identifies data present on each component. The distributed data platform receives an indication that an event has occurred on the network and predicts whether the second network infrastructure component will require data stored by the first network infrastructure component. The distributed data platform prepares the data to be transmitted to the second network infrastructure component, and transmits the data after receiving an indication that the second network infrastructure component requires the data.

Abstract: Aspects of the disclosure include an escalated authentication system based on user behavior patterns. A user's behavior pattern on a device is collected and/or learned. The collected or learned pattern can be compared to subsequent behavior patterns to determine whether the current user is genuine or suspicious. Users deemed suspicious are subject to increased authentication requirements, often on-the-fly.

Abstract: A fuel cell stack includes stacked solid oxide fuel cells, interconnects disposed between the fuel cells, and dielectric layers disposed on the interconnects and including a first glass-containing component and a corrosion barrier material. Optionally, the dielectric layers may cover only a portion of the interconnect riser seal surfaces which are covered by riser seals. Additionally or alternatively, the fuel cell stack may include an electrolyte reinforcement layer on the electrolyte of the solid oxide fuel cells.

Abstract: The present invention to unit dosage forms which are capable of floating on gastric fluid and delivering the therapeutic agent over an extended period of time. Particularly the invention relates to Droxidopa sustained release gastroretentive dosage form for release of drug over period of 12 hrs. The gastroretentive dosage form of Droxidopa of the present invention comprises drug, polymer (Hydroxy propyl methyl cellulose K200M) as rate controlling polymer and the formulation maintains buoyancy on the gastric fluid for a period of 12 hrs, thus providing better patient compliance by providing reducing dosing frequency.

Abstract: Methods, systems, and non-transitory computer-readable media are provided for deploying intent-driving cloud branches. An example method can include obtaining, by one or more controllers in a software-defined network (SDN), a branch network design template for deploying a remote branch in the SDN, wherein the branch network design template defines networking settings for a plurality of services to be provisioned at the remote branch; obtaining, by the one or more controllers, a plurality of software packages for the plurality of services to be provisioned at the remote branch; and based on the branch network design template and the plurality of software packages, provisioning, by the one or more controllers, the plurality of services at the remote branch and a network connectivity of the plurality of services.

Abstract: Gas distribution apparatuses, e.g., showerheads, comprise passages having a first conical bore section, a small bore section, and a second conical bore section. The first conical bore sections comprise a first non-perpendicular wall angle relative to a back surface of a faceplate. The second conical bore sections comprise a second non-perpendicular angle to a front surface of the faceplate. The conical sections including non-perpendicular angles are effective to mitigate and/or eliminate changes in flow parameters through the passages after bead blast processes.

Abstract: A system is configured for managing a plurality of files containing sensitive information associated with an organization to be sent to a particular receiver. The system is further configured to determine whether the particular receiver is an internal receiver or an external receiver with respect to the organization. If the particular receiver is an external receiver, a CRC code generated from the personal information and location coordinates of an external server where the plurality of files will be accessed is added to the plurality of files. A security code is also added to the plurality of files to facilitate that they are secured from being exposed and disposed at a retention time set by the organization. The system generates a custom compressed file from the plurality of files, configures it to be decompressed by the personal information of the external receiver, and sends it to the external receiver.

Abstract: The present invention relates to a pharmaceutical composition for prevention or treatment of cancer, containing a complex, mixed or combined preparation of a biguanide-based compound or a pharmaceutically acceptable salt thereof; and a flavone, a hydroxyflavone, a flavanone, a flavone derivative, a hydroxyflavone derivative, a flavanone derivative or a pharmaceutically acceptable salt thereof as an active ingredient.

Abstract: A distributed data mesh system for networks is described herein. The distributed data mesh system includes data organized into separate domains, where each domain includes one or more data products representing the data in the domain. The distributed data mesh system additionally includes a data infrastructure catalog that includes information describing the data products and data domains. The distributed data mesh system is also designed based on a set of governing principles which govern how data is created, used, and maintained.

Abstract: A distributed data mesh system for networks is described herein. The distributed data mesh system includes data organized into separate domains, where each domain includes one or more data products representing the data in the domain. The distributed data mesh system additionally includes a data infrastructure catalog that includes information describing the data products and data domains. The distributed data mesh system is also designed based on a set of governing principles which govern how data is created, used, and maintained.

Abstract: Embodiments presented in this disclosure generally relate to a ground device. More specifically, embodiments disclosed herein are directed to a grounding device for indicating whether there is proper grounding for electrical equipment. One embodiment presented in this disclosure provides an apparatus. The apparatus generally includes a lug configured to be coupled to a physical ground node, the lug having one or more bolts for coupling the lug to a surface of a plate such that the physical ground node is electrically coupled to an electrical ground node. The apparatus also includes a sensing circuit configured to detect whether the physical ground node is electrically coupled to the electrical ground node, and provide an indication of whether the physical ground node is electrically coupled to the electrical ground node based on the detection.

Abstract: The current disclosure relates to a system and method for auditing application parameters in a communication network. In particular, the method includes retrieving a set of golden parameter master lists from an auditing database, where each golden parameter master list corresponds to an application of the telecommunications network, and where each golden parameter master list comprises a set of parameter values for the respective application. The method also includes selecting a list of one or more applications for auditing, and for each application in the list: selecting a corresponding golden parameter master list from the set of golden parameter master lists and comparing each of the parameter values of the golden parameter master list to a corresponding set of parameter values of the application to generate a set of discrepancies.

Abstract: Methods, systems, and non-transitory computer-readable media are provided for deploying intent-driving cloud branches. An example method can include obtaining, by one or more controllers in a software-defined network (SDN), a branch network design template for deploying a remote branch in the SDN, wherein the branch network design template defines networking settings for a plurality of services to be provisioned at the remote branch; obtaining, by the one or more controllers, a plurality of software packages for the plurality of services to be provisioned at the remote branch; and based on the branch network design template and the plurality of software packages, provisioning, by the one or more controllers, the plurality of services at the remote branch and a network connectivity of the plurality of services.

Abstract: A transcription service may receive a request from a developer to build a custom speech-to-text model for a specific domain of speech. The custom speech-to-text model for the specific domain may replace a general speech-to-text model or add to a set of one or more speech-to-text models available for transcribing speech. The transcription service may receive a training data and instructions representing tasks. The transcription service may determine respective schedules for executing the instructions based at least in part on dependencies between the tasks. The transcription service may execute the instructions according to the respective schedules to train a speech-to-text model for a specific domain using the training data set. The transcription service may deploy the trained speech-to-text model as part of a network-accessible service for an end user to convert audio in the specific domain into texts.