Abstract: A system, method, and device for generating data visualizations are disclosed. The method includes (i) obtaining a natural language query, (ii) determining an intent for the natural language query, (iii) generating one or more data requests to one or more selected data sources, the one or more data requests being based at least in part on the intent, (iv) obtaining a predicted visualization definition based at least in part on abstracting the result data, and (v) generating a visualization for the result data based at least in part on the predicted visualization definition.

Abstract: One embodiment of the invention provides a method for reverse proxy inspection (RPI) of encrypted traffic in an edge-based network. The method comprises sharing a first certificate from an RPI instance to an edge-based network gateway. The first certificate is issued to the RPI instance. The method further comprises receiving, at the RPI instance, an encrypted message with an initial layer of encryption and a subsequent layer of encryption. The initial layer is encrypted using a second certificate issued to an edge-based network device. The subsequent layer is encrypted using the first certificate. The method further comprises, at the RPI instance, authenticating the first certificate, and decrypting the subsequent layer using the first certificate, resulting in the encrypted message with the initial layer intact. The method further comprises, at the RPI instance, inspecting the encrypted message, and forwarding the encrypted message to a centralized hub.

Abstract: Systems and method for determining variants can receive mapped reads and determine a distribution of matched-filter residuals distribution from a plurality of reads at a homopolymer region. The distribution of matched-filter residuals can be fit to uni-modal and bi-modal models. Based on the model that best fits the distribution of matched-filter residuals, the heterozygosity of the sample and the absence or presence of an insertion/deletion in the homopolymer can be determined.

Abstract: A mechanism is described for facilitating misuse index for explainable artificial intelligence in computing environments, according to one embodiment. A method of embodiments, as described herein, includes mapping training data with inference uses in a machine learning environment, where the training data is used for training a machine learning model. The method may further include detecting, based on one or more policy/parameter thresholds, one or more discrepancies between the training data and the inference uses, classifying the one or more discrepancies as one or more misuses, and creating a misuse index listing the one or more misuses.

Abstract: A combustor includes a wall that defines a combustor interior to receive a fluid. The combustor also includes a slot that extends through the wall. The combustor also includes a resonator coupled to the wall. The resonator includes a resonator box defining a resonator interior between the wall and the resonator box, and a resonator segment disposed within the resonator box. The resonator segment includes a resonator neck having a resonator inlet and resonator outlet, the resonator inlet positioned within the resonator interior, the resonator outlet in flow communication with the combustor interior through the slot. The resonator neck defines a nonlinear flow path between the resonator inlet and the resonator outlet.

Abstract: In various examples, systems and methods are disclosed relating to using machine learning models to generate small molecules with desired structural or physicochemical properties with high sampling efficiency. In some implementations, one or more processors receive a data structure representing a first small molecule and encode the data structure into a latent distribution of a fixed size using a machine learning model, thereby determining an encoded representation of the data structure. To generate new molecules with similar properties to the first small molecule, the processors apply noise to the encoded representation to determine a modified encoded representation. The modified encoded representation is decoded to determine a modified data structure representing a second small molecule different from the first small molecule.

Abstract: Methods for processing a hydrocarbon feedstock may include cracking at least a portion of the hydrocarbon feedstock by contacting the hydrocarbon feedstock with a modified zeolite in the presence of hydrogen to form an intermediate cracked product and steam cracking at least a portion of the intermediate cracked product to form a steam cracked product. The intermediate cracked product may include at least 30 wt. % of one or more linear alkanes. The modified zeolite may include a microporous framework. The microporous framework may include at least silicon atoms and oxygen atoms. The modified zeolite also includes a plurality of Group 4-6 metal atoms each bonded to four bridging oxygen atoms, wherein each of the bridging oxygen atoms bonded to the Group 4-6 metal atoms bridges one of the plurality of the Group 4-6 metal atoms and a silicon atom of the microporous framework.

Abstract: Devices and methods for executing a customizable configuration for displaying one or more physiological parameters of a patient are disclosed. The device includes a display configured to display information related to the patient including physiological data. The device provides a graphical user interface (GUI) on the display including a locked sub-area and a scrollable sub-area, respectively, to display measured values of the physiological parameters. Upon receipt of an input, the device allows the measured values of the physiological parameters to be further configured between the locked sub-area and the scrollable sub-area.

Abstract: Graphics processing systems and methods are described. A graphics processing apparatus may comprise one or more graphics processing engines, a memory, a memory management unit (MMU) including a GPU second level page table and GPU dirty bit tracking, and a provisioning agent to receive a request from a virtual machine monitor (VMM) to provision a subcluster of graphics processing apparatuses, the subcluster including a plurality of graphics processing engines from a plurality of graphics processing apparatuses connected using a scale-up fabric, provision the scale-up fabric to route data within the subcluster of graphics processing apparatuses, and provision a plurality of resources on the graphics processing apparatus for the subcluster based on the request from the VMM.

Abstract: Methods and apparatus for Time-Sensitive Networking Coordinated Transfer Learning in industrial settings are disclosed. An example apparatus includes at least one memory, instructions in the apparatus, and processor circuitry to execute the instructions to cause performance of an operation by a first machine according to a first configuration, process a performance metric of the performance of the operation by the first machine to determine whether the performance metric is within a threshold range, and in response to a determination that the performance metric is not within the threshold range, cause performance of the operation by a second machine according to a second configuration different from the first configuration.

Abstract: A mode-transition architecture for USB controllers is described herein. In an example embodiment, an integrated circuit (IC) controller includes a controller coupled to a slope compensation circuit, the controller to detect a transition of a buck-boost converter from a first mode having a first duty cycle to a second mode having a second duty cycle that is less or more than the first duty cycle. The controller controls the slope compensation circuit to nullify an error in an output caused by the transition. The controller can cause the slope compensation circuit to apply a charge stored in a capacitor during a first cycle to start a second cycle with a higher voltage than the first cycle.

Abstract: Systems and methods for redacted statement delivery to third-party institutions are disclosed. A method may include: receiving a request for a statement from a third-party backend; retrieving a list comprising a plurality of available statements; providing the list of the plurality of available statements to the third-party backend; retrieving a selection of one of the plurality of available statements; identifying metadata for data fields in a statement template; generate the selected statement using the statement template and embedding the metadata in data fields of the statement; identifying a redaction reason; identifying redaction metadata associated with the redaction reason; redact data fields in the statement having metadata matching the redaction reason metadata; storing the redacted statement in a temporary store; and returning a path for the temporary store to the third-party backend, wherein the third-party backend may retrieve the redacted statement from the temporary store.

Abstract: Embodiments disclosed are directed to a computing system that provides for on-demand scanning for changes in cloud-based object storage systems. The changes can include modifications, additions, or deletions of objects stored in a cloud-based object storage system. The computing system scans, at a first runtime, objects stored in a cloud-based object storage system. The computing system retrieves lookup information associated with a second runtime of a previous scan. Based on the lookup information, the computing system identifies a subset of the objects that were changed or added after the second runtime and before the first runtime. Subsequently, the computing system generates an electronic notification including a consolidated list of the subset of the objects.

Abstract: In response to a request to replicate resources from a primary region data center to a secondary region data center, an executable configuration file that describes the resources and their configuration is created utilizing information about the resources at the primary region data center. A correspondence table is also updated to include entries for to such resources. Utilizing the correspondence table, the executable configuration file is transformed to create a transformed executable configuration file that references the resources utilizing generic resource identifiers instead of primary region identifiers used within the primary region data center. The transformed executable configuration file is then executed at the secondary region data center to create replicated resources at the secondary region data center.

Abstract: A variable diameter bioreactor vessel is provided that includes a first vessel section having a first diameter configured to hold a liquid media and biologic material, and a second vessel section having a second diameter that is greater than the first diameter such that the liquid media can be increased from a first volume to a second volume within the vessel.

Abstract: Methods and apparatus for an accelerator controller hub (ACH). The ACH may be a stand-alone component or integrated on-die or on package in an accelerator such as a GPU. The ACH may include a host device link (HDL) interface, one or more Peripheral Component Interconnect Express (PCIe) interfaces, one or more high performance accelerator link (HPAL) interfaces, and a router, operatively coupled to each of the HDL interface, the one or more PCIe interfaces, and the one or more HPAL interfaces. The HDL interface is configured to be coupled to a host CPU via an HDL link and the one or more HPAL interfaces are configured to be coupled to one or more HPALs that are used to access high performance accelerator fabrics (HPAFs) such as NVlink fabrics and CCIX (Cache Coherent Interconnect for Accelerators) fabrics. Platforms including ACHs or accelerators with integrated ACHs support RDMA transfers using RDMA semantics to enable transfers between accelerator memory on initiators and targets without CPU involvement.

Abstract: Techniques are provided for splitting a clone volume from a parent volume whose data is stored within objects of an object store. A transfer map is used to track mappings of selectively created child object identifiers used to subsequently copy the one or more parent objects to create child objects corresponding to the child object identifiers. A consistency point phase is performed. For each child object identifier processed during the consistency point phase, an object state for a corresponding child object is set to a copy pending state. A reverse map is populated with a reverse map entry. The transfer map is traversed to copy the one or more parent objects as the child objects for splitting the clone volume from the parent volume. The reverse map is used to verify that the child objects are successfully created with valid data.

Abstract: Embodiments of apparatuses, methods, and systems for highly scalable accelerators are described. In an embodiment, an apparatus includes an interface to receive a plurality of work requests from a plurality of clients and a plurality of engines to perform the plurality of work requests. The work requests are to be dispatched to the plurality of engines from a plurality of work queues. The work queues are to store a work descriptor per work request. Each work descriptor is to include all information needed to perform a corresponding work request.

Abstract: Systems, methods, apparatuses, and computer program products for roaming of multicast MBS services. One method may include attaching, by a user equipment, to a visited public land mobile network as inbound roamer. The user equipment then receives a service announcement comprising at least one of a multicast service session allowed to be accessed by inbound roamers indication or multicast service class. The user equipment determines whether the user equipment is allowed to access a multicast session or multicast service class in the visited public land mobile network. The user equipment transmits, in response to determining that the user equipment is allowed to access, a request to join a multicast session comprising an identifier of the multicast session and/or a multicast service class. The user equipment receives an indication of an acceptance or rejection of the request to join the multicast session.

Abstract: Various methods and systems are provided for computed tomography imaging. In one embodiment, a method includes acquiring, with an x-ray detector and an x-ray source coupled to a gantry, a three-dimensional image volume of a subject while the subject moves through a bore of the gantry and the gantry rotates the x-ray detector and the x-ray source around the subject, inputting the three-dimensional image volume to a trained deep neural network to generate a corrected three-dimensional image volume with a reduction in aliasing artifacts present in the three-dimensional image volume, and outputting the corrected three-dimensional image volume. In this way, aliasing artifacts caused by sub-sampling may be removed from computed tomography images while preserving details, texture, and sharpness in the computed tomography images.