Abstract: A pure-rolling generating measurement method and device for gear helix artifact is proposed, which use a dividing table to accurately control the linear rail slide block assembly component to rotate according to the helix angle of different base circle. The height of the measuring point is the installation height of the working plane of generating rails, so as to ensure that the measuring point is always located on the dividing cylindrical surface of the gear helix artifact. When the gear helix artifact does pure-rolling motion, the slide block performs high-precision linear motion on the working surface of two fixed rails; the pure-rolling motion is proportional to the high-precision linear motion, so that the inductor micro-displacement probe can complete the measurement of the helix deviations of the gear helix artifact with different base circle helix angle.

Abstract: A computer-implemented system for inferred lineage in data transformations is disclosed. A transformation module of the system includes a variation generation module to generate a plurality of variants by applying transformations to f source tables and corresponding target tables, a comparison module computes a table similarity and an inverse document frequency term, a sorting module to sort the columns of the source table, revise a plurality of estimates, and prune the column of the source table for a low revised estimates of coverage. A similar descriptors transformation module calculates a histogram-based similarity of two columns and variants, maps entries of the columns, calculate a score between the two histograms, and compute an artificial intelligence embedding. A mutual information module builds a supervised regression model, ranks importance of each feature, iteratively remove one feature, and stops the iterative removal of the feature at an occurrence of a jump in loss value.

Abstract: A system and a method for classifying sensitive data elements in a file is provided. The method includes receiving and converting, the unstructured data file into a machine-readable format and generating, a plurality of sensitive data features. The plurality of sensitive data features represents single element of the sensitive data. The method includes generating, a plurality of adjacent elements corresponding to the single elements of the sensitive data and generating a plurality of feature categories. The method includes aggregating, the plurality of adjacent node features and the plurality of edge features. The method includes calculating and concatenating the plurality of aggregated adjacent nodes features and the plurality of aggregated edge features. The method includes comparing, the distance of the sensitive data from all of the adjacent sensitive data. The method includes classifying and predicting, the sensitive data to be a true positive or false positive sensitive data by using machine learning.

Abstract: A display substrate and a display device are provided, the display substrate includes a base substrate, and a shift register and a clock signal line that are on the base substrate; the shift register includes an input circuit, an output circuit, a first control circuit, a second control circuit, a first noise reduction circuit and a second noise reduction circuit; the input circuit includes a first transistor and a second transistor, the first transistor and the second transistor are both oxide transistors, and the second node is connected to the second voltage signal only through the second control circuit, and a potential of the second node is pulled down only through the second control circuit.

Abstract: A system for determination and classification of personal identifiable information in a file using machine learning is disclosed. The system includes a processing subsystem which includes a pre-processing module and a machine learning module. The preprocessing module receives a data source including a plurality of structured data, a plurality of semi-structured data, and a plurality of unstructured data from a web page, converting the data source into a machine-readable format. The machine learning module includes a feature detection module detecting personal identifiable information features from a group of a plurality of groups, a feature extraction module extracts the plurality of personal identifiable information features from the group of at least one of a static list and a stream. The context recognition module contemplates a plurality of data source-specific features to recognize the context of personal identifiable information.

Abstract: Disclosed are methods and systems for customizing a deep learning (“DL”) stack to detect organization sensitive data in images, referred to as image-borne organization sensitive documents, and protecting against loss of the image-borne organization sensitive documents. The methods and systems include distributing a trained master DL stack with stored parameters to a plurality of organizations. Providing at least some of the organizations with a DL stack update trainer, under the organizations' control, configured to save, during generation of updated DL stacks, non-invertible features derived from images of organization-sensitive training examples, ground truth labels for the images, and parameters of the updated DL stacks. Receiving, from at least one of the DL stack update trainers, organization-specific examples including the non-invertible features and the ground truth labels, without receiving images of the organization-specific examples.

Abstract: The present disclosure provides a display panel and a display device. The display panel comprises: a first substrate, a plurality of first thin film transistors located on one side of the first substrate, and a first signal line located on one side of each first thin film transistor and insulated from each first thin film transistor; and a second substrate, and a plurality of first spacers located on the side of the second substrate facing the first substrate, the orthographic projection of each first spacer on the first substrate having an overlapping region with the orthographic projection of the first thin film transistor on the first substrate, and having an overlapping region with the orthographic projection of the first signal line on the first substrate.

Abstract: Provided are a display panel and a preparation method thereof and a display device. The display panel includes an array substrate, where the array substrate includes a first base, a first signal wire layer located on a side of the first base and an anti-reflection layer located between the first signal wire layer and the first base. The display panel further includes a display region and a non-display region; the first signal wire layer includes a first signal wire located in the display region, and the anti-reflection layer includes a first anti-reflection structure located in the display region and a second anti-reflection structure located in the non-display region. An orthographic projection of the first anti-reflection structure on a plane where the first base is located covers at least part of an orthographic projection of the first signal wire on the plane where the first base is located.

Abstract: Disclosed are methods and systems for detecting screenshot images and protecting against loss of sensitive screenshot-borne data. One disclosed method includes collecting examples of the screenshot images and non-screenshot images and creating labelled ground-truth data for the examples. The method also includes applying re-rendering of at least some of the collected example screenshot images to represent different variations of screenshots that may contain sensitive information, and further includes training a deep learning stack by forward inference and back propagation using labelled ground-truth data for the screenshot images and the examples of the non-screenshot images. The method further includes using results of the back propagation to configure parameters of the trained DL stack for inference from images in production. Also disclosed is applying a screenshot robot to collect the examples of the screenshot images and non-screenshot images.

Abstract: A display substrate, a manufacturing method thereof and a display device are provided. The display substrate includes a display region, a peripheral region a plurality of signal lines configured to provide signals to the display region; a plurality of contact pads configured to be electrically connected with the plurality of signal lines; at least two conductive connection lines provided on a side of the plurality of contact pads facing away from the display region. The at least two conductive connection lines include a first conductive connection line closest to the plurality of contact pads in a first direction from the display region to the peripheral region. At least part of the plurality of contact pads are provided in a first conductive layer, the first conductive connection line is provided in a second conductive layer, and the first conductive layer and the second conductive layer are different layers.

Abstract: Provided herein are crystalline forms of 5-(3,4-difluorobenzyl)-8-((1r,4r)-4-methylcyclohexyl)-6,9-dioxo-2,5,8-triazaspiro[3.5]nonane-2-carbaldehyde, compositions thereof, methods of preparation thereof, and methods of their uses.

Abstract: A simultaneous translation system includes: an encoder encoding an input word sequence to an intermediate language representation; a chunk-end detecting device detecting an end of a chunk in the word sequence; a word vector reading unit inputting a partial word sequence up to the chunk-end detected by the chunk-end detecting device to the encoder; a decoder and a translated word searching unit receiving the intermediate language representation from encoder as an input, for outputting a translation word sequence corresponding to the partial word sequence; and a translated word sequence storage unit storing the translation word sequences output by decoder and translated word searching unit.

Abstract: A pressure regulator module for a chip-based microfluidic platform is provided. The module includes a microfluidic channel for passing flowable material from the inlet region through the outlet region and into a downstream compartment; one or more microvalves fluidly connected to the microfluidic channel and upstream of the outlet region; and one or more reservoirs fluidly connected to the microvalves, for receiving flowable material diverted by the microvalves, where a flow of flowable material passing from the inlet region toward the downstream compartment is at least partially diverted by the microvalves into the reservoirs as a result of a pressure increase in the microfluidic channel. In some versions, the microvalves are capillary burst valves. A microfluidic chip containing the module and a method of using the module are provided.

Abstract: A disturbance device has two jet mixers, which are oppositely disposed in the horizontal direction; a mixing chamber, which is connected between the two jet mixers; and mixing pipes, which are connected below the mixing chamber. The mixing pipes comprise: a central pipe, which is a vertical straight pipe; multiple helical pipes, which are wound in multiple layers and provided outside the central pipe, the diameters of the multiple helical pipes gradually increasing from the inner to outer layers, and multiple flow deflector assemblies being provided at intervals in each helical pipe; and an outer sleeve, which is a straight pipe, the outer sleeve being sleeved outside the outermost helical pipe. A continuous gas separation system combines a hydrate-based process and a reverse osmosis process, using the disturbance device, enables continuous gas separation.

Abstract: A portable motorized fluid sprayer device is described, having a fluid tank and a pump manifold configured to pump fluid from the tank and into a connected fluid conveying structure (e.g., a hose, wand, nozzle, handle and/or similar structures). The manifold may include an electric motor, a gear pump, a controller, and a battery. Additionally, the fluid sprayer device may allow for spraying fluid with consistent pressure, recirculation of fluid within the tank, a gear pump for spraying or suctioning fluid from the fluid conveying structure, a safety lever, the ability to separate the pump manifold from the fluid tank, and other features.

Abstract: A pure-rolling generating measurement method and device for gear helix artifact is proposed, which use a dividing table to accurately control the linear rail slide block assembly component to rotate according to the helix angle of different base circle. The height of the measuring point is the installation height of the working plane of generating rails, so as to ensure that the measuring point is always located on the dividing cylindrical surface of the gear helix artifact. When the gear helix artifact does pure-rolling motion, the slide block performs high-precision linear motion on the working surface of two fixed rails; the pure-rolling motion is proportional to the high-precision linear motion, so that the inductor micro-displacement probe can complete the measurement of the helix deviations of the gear helix artifact with different base circle helix angle.

Abstract: A semiconductor structure includes a substrate, a bottom metal structure located on the substrate, a first dielectric layer located on the bottom metal structure, first plug structures, second plug structures, and first metal structures. The substrate includes a base, a device structure located on the base, and conductive layers located on the device structure. The bottom metal structure is electrically connected to the conductive layers. The first dielectric layer includes a first opening structure and a second opening structure. The first opening structure includes first grooves and second grooves on top of the first grooves, and the second opening structure includes third grooves and fourth grooves on top of the third grooves. The first plug structures are located in the first grooves, and the second plug structures are located in the third grooves. The first metal structures are located in the second grooves and the fourth grooves.

Abstract: A computing device includes a transport switch comprising read and write switches that provide switched circuit interconnections between input and output ports for simultaneous data communication between a plurality of memory clients and a plurality of memory banks, such as between cores of a multi-core processor simultaneously accessing L1, L2, and L3 memory banks. Embodiments implement switching designs that are derived from existing switched network architectures. Other embodiments implement a novel circuit switch design based on 8×8 building blocks. The transport switch can be non-blocking, and can be self-routing. An additional switching layer can be included to provide port rearrangement for rearrangeable non-blocking switches. A transport compiler can be used to determine port-pair configurations of the switch. A disclosed method selects optimal switch architectures for specific applications.