Abstract: One embodiment of the invention provides a method for data deduplication storage management in a data platform including a plurality of data stores. The method comprises, for each data store of the plurality of data stores, determining a corresponding multi-level signature mapping data content of the data store into an ordered logical form comprising a plurality of data abstraction levels, determining a data similarity between the data store and each other data store of the plurality of data stores based on the multi-level signature corresponding to the data store and another multi-level signature corresponding to the other data store, and determining data usage of the data content of the data store. The method further comprises improving storage in the data platform by detecting duplicate data across the plurality of data stores based on each data similarity determined and each data usage determined.

Abstract: Techniques are described herein that are capable of configuring a device to have certificate(s) by ordering asynchronous work requests. Portions of work that are to be performed to configure a device to have certificate(s) are performed based at least in part on a triggering event that indicates that the device is to be configured. Asynchronous work requests that are configured to, when executed, initiate performance of the respective portions of the work are generated. A hierarchical work tree that includes hierarchical nodes that represent the respective portions of the work is generated. The hierarchical work tree defines an order in which the portions of the work are to be performed. The asynchronous work requests are executed in the order defined by the hierarchical work tree, which initiates creation of the certificate(s) and delivery of the certificate(s) to the device.

Abstract: A method includes receiving data characterizing a request to execute an analytic model. The analytic model can include an executable representation associated with a physical system. The method can also include determining, based on the request, a deployment type associated with the analytic model. The deployment type can characterize temporal and computing resource requirements for executing the analytic model using a plurality of computing resources. The method can also include providing the deployment type, deploying the analytic model based on the deployment type, and executing the analytic model. Related systems, techniques, and non-transitory computer readable mediums are also described.

Abstract: Examples described herein can identify items from third-party or backend services, obtain relevant information for those items, and automatically populate hyperlinks relevant to those items in a draft email. A regular expressions search can be executed on the text of a draft email. When a match is found, the email client can request, from a server, an object associated with the matching expression. The server can obtain the object, using one or more connectors that provide access to a backend system, and provide it to the email client. The email client can extract a URL from the object and enter the URL into a links table stored on the user device. The email client can pull the URL from the links table and use it to automatically generate a hyperlink of the regular expression within the body of the draft email.

Abstract: The present application relates to a method of orally administering once daily tablet of minocycline to a subject in need thereof, wherein said tablet is substantially free of lactose. The present application also relates to processes for preparing said once daily tablet of minocycline that provides reduced stock keeping units with improved inventory by supplying multiple doses of minocycline in single tablet.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-readable storage media, for speech recognition using attention-based sequence-to-sequence models. In some implementations, audio data indicating acoustic characteristics of an utterance is received. A sequence of feature vectors indicative of the acoustic characteristics of the utterance is generated. The sequence of feature vectors is processed using a speech recognition model that has been trained using a loss function that uses N-best lists of decoded hypotheses, the speech recognition model including an encoder, an attention module, and a decoder. The encoder and decoder each include one or more recurrent neural network layers. A sequence of output vectors representing distributions over a predetermined set of linguistic units is obtained. A transcription for the utterance is obtained based on the sequence of output vectors. Data indicating the transcription of the utterance is provided.

Abstract: A cellular network includes a first network component configured to i) identify a first session between a first data network and a user equipment (UE), wherein the first session corresponds to a first session management function (SMF), ii) receive data network access information (DNAI) from a network function, the DNAI corresponding to a second data network and iii) select a second SMF that is to be utilized for a second session between the second data network and the UE. The cellular network also includes a second network component configured to i) store a mapping between the DNAI and the second SMF and ii) transmit an indication of the second SMF to the first network component, wherein the first network component selects the second SMF based on the indication.

Abstract: This disclosure relates to a reconfigurable simulative and predictive digital assistant/platform for simulation of a multi-stage processing facility. The digital assistant generates and assembles digital representations of the individual physical processing stages and components of the multi-stage processing facility in a reconfigurable manner according to a set of configuration commands generated using user inputs in a graphical user interface. At least one of the digital representations include a reusable predictive model that is trained when the digital representation is generated by the digital assistant. The digital assistant further performs simulation of the multi-state processing facility “as is” or in alternative “what-if” scenarios by simulating the digital representations according to a set of timing signals in the set of configuration commands.

Abstract: The invention relates to a system and method of implementation of artificial intelligence and tomography imaging to determine the biomechanical degradation or degeneration in human cornea. The invention relates to a combination tool using artificial intelligence and tomography imaging to map the region of degeneration in the cornea. The method of artificial intelligence and corneal tomography imaging includes analysis of changes in the structure of the cornea, constructing the 3D volumes using corneal tomography, meshing the 3D volumes with the elements for biomechanical simulations by using finite element modules, application of artificial intelligence to determine the region of biomechanical degeneration in cornea. The combination tool of the invention is effective in predicting the progression of the disease by analyzing the chronic steepening of the cornea by quantitating the parameters such as increase in curvature, aberrations of the cornea.

Abstract: In embodiments, an apparatus to predict failure of a laser is presented. The apparatus may include a memory to store a reference model of bias current change for a laser as a function of time and temperature, one or more sensors to detect: temperature, elapsed operating time and bias current of the laser, and a processor communicatively coupled to the memory and to the one or more sensors. The processor may be to calculate an actual bias current change ?IA at a current laser temperature, and an expected bias current change ?IE, based at least in part on the reference model and an average operating temperature, subtract ?IE from ?IA, and if the difference is greater than a pre-defined value ?, output a signal. Related methods and non-transitory computer-readable media may also be presented.

Abstract: A method, apparatus, system, and computer program product for facilitating evidence collection. A set of evidence requirements is identified by computer system in which the set of evidence requirements is for a control that manages a set of resources in the computer system to enforce a policy in the computer system. Labels are associated by the computer system with historical evidence for the set of requirements. The historical evidence comprises prior evidence collected for compliance with the set of evidence requirements for the control and was accepted to meet the set of evidence requirements for the control. The historical evidence with the labels form labeled historical evidence. Rules for mining evidence for the set of evidence requirements for the control using the labeled historical evidence are learned by a machine learning model in the computer system.

Abstract: A computer system is configured to receive a plurality of previous user selection by a user of previous database entries, each of which has as plurality of database field. The computer system is configured to analyze the plurality of previous user selections to identify how frequently the same values are included in the various previous database entries. The computer system is configured to determine weights for the various database fields and rank subsequent search results for a subsequent search of the database based on the determined weights.

Abstract: Embodiments of a Multicast Broadcast Service (MBS) for 5G New Radio (NR). In one aspect, a user equipment (UE) receives first data from a network via unicast, receives first information from the network, the first information indicating the availability of a multicast service, transmits second information to the network and receives second data from the network via multicast in response to transmitting the second information to the network. In another aspect, a UE receives first information from the network, the first information indicating the availability of a multicast service, receives first data from the network via a multicast session and receives second data from the network via a unicast packet data unit (PDU) session.

Abstract: Disclosed are systems, methods, integrated circuits and computer readable storage media for configuring time sensitive communications (TSC). The configuring of the TSC includes monitoring, by a user plane function (UPF), a source and destination of packets in a first protocol data unit (PDU) session of a first user equipment (UE) and in a second PDU session of a second UE, pairing a first device side TSN translator (DS-TT) port of the first UE with a second DS-TT port of the second UE when the first PDU session and the second PDU session are served by the same UPF, wherein the pairing is based on the monitoring of the first and second PDU sessions and when the first DS-TT and second DS-TT ports are paired, communicating the packets between the first UE and the second UE in a UE-UE communication without traversing the TSN.

Abstract: Systems, methods, and devices suspend and establish wireless communications connections. Methods include determining at least a first wireless communications device should be transitioned to a low power mode, and transitioning, using second logic, first logic of the first wireless communications device to the low power mode. The first logic implements a host stack of a wireless communications protocol, the second logic implements a controller stack of the wireless communications protocol, and the transitioning to the low power mode includes suspending a communications connection between the first wireless communications device and a second wireless communications device. Methods also include transitioning the first logic of the first wireless communications device to an active mode. The transitioning to the active mode reestablishes the communications connection between the first wireless communications device and a second wireless communications device.

Abstract: The present invention generally relates to the field of Purification Device, method and system. More particularly, this invention relates to purification of raw food produce using Advanced Oxidation Process & Photolysis that performs on Nanotechnology. The invention reduces the impact of harmful pesticides, insecticides, germs, pathogens, virus, harmful anti-oxidants, heavy metals, etc., while keeping the inherent properties intact.

Abstract: The present disclosure provides methods of treatment of COVID-19 through pH modulation of the respiratory tract using a controlled delivery device. In some embodiments, the controlled delivery device includes an aerosolizer, a microprocessor, and a syringe. The controlled delivery device can be integrated with a humidifier or a ventilator. In some embodiments, two agents are delivered in conjunction using the controlled delivery device. In some embodiments, one agent is a physiologically compatible alkalizing agent, such as an aqueous solution of sodium bicarbonate of strength 3%-8.4% at a pH ranging from 8 to 8.6 at 20° C. In some embodiments, one agent is an anti-inflammatory agent, such as corticosteroid ciclesonide.

Abstract: Methods, systems and computer program products for user-specific curation of applications from heterogeneous application sources. Multiple components are interconnected to perform user-specific curation operations. The user-specific curation operations comprise accessing application metadata corresponding to a plurality of applications from a plurality of application sources. The application sources may be heterogeneous and may be situated at local sites or at remote sites. A set of rules are applied to the application metadata to determine if one or more applications are authorized for use by a particular user or group. Publication attributes that control accessibility by a particular user or particular group of users are associated with the authorized applications. Based on the publication attributes as they apply to a particular user, one or more curated applications are selected from the authorized applications.

Abstract: There is included a method and apparatus comprising computer code configured to cause a processor or processors to perform controlling a delivery of a video conference call to a viewport, setting an event-based threshold with respect to the video conference call, determining whether the event-based threshold has been triggered based on an event and whether an amount of time having elapsed from another event is less than a predetermined amount of time, and further controlling the delivery of the video conference call to the viewport based on determining whether the event-based threshold has been triggered and whether the amount of time having elapsed from the other event is less than the predetermined amount of time.

Abstract: An SoC device has a boot-code memory that stores boot code and a boot core that accesses the boot-code memory to execute the boot code at startup. The boot core is capable of executing application code after the startup is complete. One or more master cores execute application code. An access control circuit prevents the boot core from accessing the boot-code memory when application code is being executed.