Abstract: Systems, devices, methods, media, and instructions for automated image processing and content curation are described. In one embodiment a server computer system communicates at least a portion of a first content collection to a first client device, and receives a first selection communication in response, the first selection communication identifying a first piece of content of the first plurality of pieces of content. The server analyzes analyzing the first piece of content to identify a set of context values for the first piece of content, and accesses accessing a second content collection comprising pieces of content sharing at least a portion of the set of context values of the first piece of content. In various embodiments, different content values, image processing operations, and content selection operations are used to curate the content collections.

Abstract: At least one label prediction model is trained, or learned, using training data that may comprise training instances that may be missing one or more labels. The at least one label prediction model may be used in identifying a content item's ground-truth label set comprising an indicator for each label in the label set indicating whether or not the label is applicable to the content item.

Abstract: The present invention provides a 2-polysubstituted aromatic ring-pyrimidine derivative and an optical isomer thereof, or a pharmaceutically acceptable salt or solvate thereof, the compound, and an optical isomer thereof or a pharmaceutically thereof acceptable salts or solvates can be used in the preparation of anti-tumor drugs. The invention designs and synthesizes a series of novel small molecule Chk1 inhibitors by using N-substituted pyridin-2-aminopyrimidine obtained by structure-based virtual screening as a lead compound, and carries out Chk1 kinase inhibitory activity test. The experiment confirmed that said compounds possess potent anticancer activity, Chk1 kinase inhibitory activity, and are promising Chk1 inhibitors, and can be used as new cancer therapeutic drugs, which can be applied to treat solid tumors or hematologic tumors related to proliferative disease of human or animal.

Abstract: Apparatuses and techniques are described for modifying program and erase parameters in a memory device in which memory cells can be operated in a single bit per cell (SLC) mode or a multiple bits per cell mode. In one approach, the stress on a set of memory cells in an SLC mode is reduced during programming and erasing when the number of program-erase cycles for the block in the SLC mode is below a threshold. For example, during programming, the program-verify voltage and program voltages can be reduced to provide a shallower than normal programming. During erasing, the erase-verify voltage can be increased while the erase voltages can be reduced to provide a shallower than normal erase. When the number of program-erase cycles for the block in the SLC mode is above the threshold, the program and erase parameters revert to a default levels.

Abstract: The present invention relates to the use of native and/or porous starch as white pigment in dental health products and in particular in toothpastes. The present invention also relates to the process of fabricating a dental health product composition and in particular a toothpaste composition.

Abstract: The present invention relates to the field of air filtration, in particular to a polytetrafluoroethylene composite filter material and a preparation method and uses thereof. The polytetrafluoroethylene composite filter material comprises a support layer and a polytetrafluoroethylene microporous membrane layer, and the support layer and the polytetrafluoroethylene microporous membrane layer are compounded by an adhesive, wherein the adhesive comprises a two-component polyurethane adhesive, a pore forming agent and an inorganic filler.

Abstract: A method for manufacturing a circuit board includes providing an insulating substrate, defining a through hole in the insulating substrate, forming a first conductive layer on two surfaces of the insulating substrate and on an inner wall of the through hole, forming a phase change material layer on a surface of each first conductive layer, forming a seed layer on a surface of the first conductive layer, forming a second conductive layer on a surface of the seed layer, and etching the seed layer, the first conductive layer, and the second conductive layer, so that a first conductive circuit layer and a second conductive circuit layer are respectively formed on two opposite surfaces of the insulating substrate, so that the phase change material layer is embedded in the first conductive circuit layer and in the second conductive circuit layer. The application also provides a circuit board.

Abstract: A method for providing a neural network system includes performing contrastive learning to the neural network system to generate a trained neural network system. The performing the contrastive learning includes performing first model augmentation to a first encoder of the neural network system to generate a first embedding of a sample, performing second model augmentation to the first encoder to generate a second embedding of the sample, and optimizing the first encoder using a contrastive loss based on the first embedding and the second embedding. The trained neural network system is provided to perform a task.

Abstract: A circuit board device includes a multilayer structure, a main ground area and a circuit module. The multilayer structure includes a plurality of plates. The main ground area is arranged in the multilayer structure. The circuit module includes a differential signal circuit and a surrounding circuit module. The differential signal circuit is located in the multilayer structure, and includes a positive signal pad and a negative signal pad. The positive signal pad is located on a configuration surface of one of the plates. The negative signal pad is located on the disposition surface, and is separated from the positive signal pad. The surrounding circuit module is located on the disposition surface, and electrically connected to the main ground area. The surrounding circuit module surrounds the positive signal pad and the negative signal pad in an enclosing way, and is physically separated from the differential signal circuit.

Abstract: Approaches for private and interpretable machine learning systems include a system for processing a query. The system includes one or more teacher modules for receiving a query and generating a respective output, one or more privacy sanitization modules for privacy sanitizing the respective output of each of the one or more teacher modules, and a student module for receiving a query and the privacy sanitized respective output of each of the one or more teacher modules and generating a result. Each of the one or more teacher modules is trained using a respective private data set. The student module is trained using a public data set. In some embodiments, human understandable interpretations of an output from the student module is provided to a model user.

Abstract: A vaporizer device may include a vaporizer body configured to couple with at least one vaporizer cartridge including a first reservoir and a second reservoir. The vaporizer device may include a first aerosol generation mechanism configured to generate a first part of an aerosol by at least vaporizing a first aerosol component present in a first vaporizable material in the first reservoir. The vaporizer device may also include a second aerosol generation mechanism configured to generate a second part of the aerosol by vaporizing a first aerosol component present in a second vaporizable material at a second temperature. The first part of the aerosol and the second part of the aerosol may be delivered, via a mouthpiece, to a user of the vaporizer device.

Abstract: Using machine learning to help identify and assess threats in an information technology (IT) computing environment. Machine learning type training is used to train both a threat model and a set of data model(s).

Abstract: Bruton's tyrosine kinase (Btk) inhibitors have the following Formula (I):

Abstract: Systems and methods are described for determining a first media item related to an event, of a plurality of stored media items each comprising video content related to the event, that was captured in a device orientation corresponding to a first device orientation detected for the first computing device; providing, to the first computing device, the first media item to be displayed on the first computing device; in response to a detected change to a second device orientation for the first computing device, determining a second media item that was captured in a device orientation corresponding to the second device orientation detected for the first computing device; and providing, to the first computing device, the second media item to be displayed on the first computing device.

Abstract: An acoustic environment identification system is disclosed that can use neural networks to accurately identify environments. The acoustic environment identification system can use one or more convolutional neural networks to generate audio feature data. A recursive neural network can process the audio feature data to generate characterization data. The characterization data can be modified using a weighting system that weights signature data items. Classification neural networks can be used to generate a classification of an environment.

Abstract: A system may be disclosed in the present disclosure, comprising: an interface service unit configured to perform at least one of sending data to or receiving data from one or more users via a user interface; and a transmission unit including: a blockchain adaptor configured to transmit data to a plurality of different types of blockchains, via a blockchain interface, according to data format and communication mode requirements of each of the plurality of different types of blockchains and a transmission controller configured to trigger a smart contract running on a blockchain of the plurality different types of blockchains via the blockchain interface, and control a data transmission under instructions from the smart contract, wherein the data transmission is based on data received from the user interface.

Abstract: A multi-layer circuit board with embedded components (100) in multiple layers and miniaturized form, with embedded electronic elements in a higher element density and shorter voltage paths includes a circuit board (10) provided with a mounting groove (101), and a plurality of elements (20). The elements (20) are arranged in the mounting groove (101), and the circuit board (10) includes several vertically-stacked circuit substrates (11, 12, 13, 14) arranged around the mounting groove (101), The multi-layer circuit board with embedded components circuit board (100) includes a conductive member (30) arranged in the mounting groove (101) and electrically connecting the elements (20) and the layers of conductive circuits.

Abstract: Systems and methods for image based location estimation are described. In one example embodiment, a first positioning system is used to generate a first position estimate. Point cloud data describing an environment is then accessed. A two-dimensional surface of an image of an environment is captured, and a portion of the image is matched to a portion of key points in the point cloud data. An augmented reality object is then aligned within one or more images of the environment based on the match of the point cloud with the image. In some embodiments, building façade data may additionally be used to determine a device location and place the augmented reality object within an image.

Abstract: A printing plate, a printing apparatus, and a printing method of a substrate are disclosed. The printing plate includes a flat plate, a raised part is disposed on one side surface of the flat plate, and the raised part is defined with a plurality of printing holes penetrating through the raised part and the flat plate. By disposing the raised part on the side surface of the flat plate, the present disclosure can effectively prevent a large-area contact between the printing plate and a chip-mounting substrate and can reduce a probability of the printing plate scratching solder paste on the chip-mounting substrate. Therefore, short circuits of the chip-mounting substrate can be prevented, and yields of a printing process can be improved.