Abstract: Malware signature generation through combination rule mining is disclosed. A set of properties associated, collectively, with a plurality of data samples is received. A first data sample has a first set of properties and a second data sample has a second set of properties. A combination signature comprising at least a first property included in the first set of properties and a second property included in the second set of properties is generated.

Abstract: This invention discloses a method for comprehensively apportioning the source contribution to fine particular matter (PM2.5) based on the receptor model and the chemical transport model, which comprises the receptor model calculation steps, chemical transport model calculation steps and comprehensive source apportionment steps; the said comprehensive source apportionment step comprises the following sub-steps: according to the principle of inverse proportionality between uncertainty and weight coefficient, the first (receptor model) uncertainty and the second (chemical transport model) uncertainty are normalized to obtain their respective weight coefficients; the comprehensive source apportionment results are calculated based on the apportionment results of the receptor model and the chemical transport model, and their respective weight coefficient.

Abstract: Techniques for using deep learning to identify malicious image files are disclosed. A plurality of sections of a first image are received. The received sections are used to determine a likelihood that the first image is malicious. The determination is made, at least in part, using a model trained using a set of sections extracted from a set of sample images. A verdict is provided for the first image.

Abstract: A cluster management method includes starting an operating system of a network device and feeding back a startup result of an operating system. The cluster management system sends the startup indication to the computing device to control to start the computing device and the operating system of the network device included in the computing device, and the computing device feeds back the startup result.

Abstract: The present application discloses a method, system, and computer system for classifying stream data at an edge device. The method includes obtaining a stream of a file at the edge device, aligning a predetermined amount of data in chunks associated with the stream of the file, processing a plurality of aligned chunks associated with the stream of the file using a machine learning model, and classifying, at the edge device, the file based at least in part on a classification of the plurality of aligned chunks.

Abstract: A method for quantifying mRNA capping efficiency includes combining a sample, an enzyme mixture, and an isotopic standard solution in a buffer solution to create an incubation mixture, the enzyme mixture including a non-specific, single-stranded nuclease and an acid phosphatase and the isotopic standard including isotopically labeled m7G and isotopically labeled 2?-O-methylated nucleoside; incubating the mixture; and analyzing the mixture using liquid chromatography-mass spectrometry to determine at least one of a capping efficiency and a 2-O-methyltransferase efficiency.

Abstract: A method for manufacturing a system-in-package module includes providing a carrier plate; mounting a plurality of electronic components on the carrier plate, wherein the plurality of electronic components are electrically connected to the carrier plate; providing a plastic encapsulation film which comprises a resin and an inorganic filler; providing an electromagnetic shielding film; pressing the electromagnetic shielding film and the plastic encapsulation film into a composite structure; and pressing the composite structure onto the carrier plate, wherein the plastic encapsulation film is in contact with and covers a surface of the carrier plate and encapsulates the plurality of electronic components. A system-in-package module is also disclosed.

Abstract: A multi-specific antibody targeting BCMA. Specifically provided are a multi-specific antibody, a nucleic acid encoding same, a vector including the nucleic acid, a cell including the vector, and a pharmaceutical composition including same. Further provided is the use thereof for treating a subject having a disease related to BCMA expression.

Abstract: The detection of phishing Portable Document Format (PDF) files using an image-based deep learning approach is disclosed. A PDF document that includes a Universal Resource Locator is received. A likelihood that the received PDF document represents a phishing threat is determined, at least in part, by using an image based model. A verdict for the PDF document is provided as output based at least in part on the determined likelihood.

Abstract: The detection of malicious documents using knowledge distillation assisted learning is disclosed. A document is received for maliciousness determination. A likelihood that the received document represents a threat is determined. The determination is made, at least in part, using a raw bytes model that was trained, at least in part, using image model prediction probabilities. A verdict for the document is provided as output based at least in part on the determined likelihood.

Abstract: Malware signature generation through combination rule mining is disclosed. A set of properties associated, collectively, with a plurality of data samples is received. A first data sample has a first set of properties and a second data sample has a second set of properties. A combination signature comprising at least a first property included in the first set of properties and a second property included in the second set of properties is generated.

Abstract: The detection of malicious documents using deep mutual learning is disclosed. A document is received for maliciousness determination. A likelihood that the received document represents a threat is determined. The determination is made, at least in part, using a raw bytes model that was trained, at least in part, using a mutual learning process in conjunction with training an image based model. A verdict for the document is provided as output based at least in part on the determined likelihood.

Abstract: Malware signature generation through combination rule mining is disclosed. A set of properties associated, collectively, with a plurality of data samples is received. A first data sample has a first set of properties and a second data sample has a second set of properties. A combination signature comprising at least a first property included in the first set of properties and a second property included in the second set of properties is generated.

Abstract: Disclosed are antigen binding constructs targeting HER2 and uses thereof. Specifically provided are antigen binding constructs, a nucleic acid that encodes same, a vector that comprises said nucleic acid, a cell that comprises said vector, and a pharmaceutical composition that comprises the foregoing. Further provided are uses thereof in aspects such as treating subjects who suffer from HER2-expressing tumors, killing HER2-expressing tumor cells, or inhibiting the growth of HER2-expressing tumor cells.

Abstract: This application is applicable to the field of communications technologies, and provides an embedded subscriber identity module (eSIM) card identification method and a terminal device method. The method includes: after completing an initialization process, driving an eSIM card to be powered on; querying whether an activated profile exists in the eSIM card; and when a query result is that no activated profile exists in the eSIM card, powering off the eSIM card. When the eSIM card is not activated or no activated profile exists in the eSIM card, it indicates that a user does not need to use a related function or service of the eSIM card. In this case, the eSIM card is powered off. When the eSIM card is not activated, it means that no profile exists in the eSIM card.

Abstract: Malware signature generation through combination rule mining is disclosed. A set of properties associated, collectively, with a plurality of data samples is received. A first data sample has a first set of properties and a second data sample has a second set of properties. A combination signature comprising at least a first property included in the first set of properties and a second property included in the second set of properties is generated.

Abstract: Disclosed are thermoplastic composite laminates comprising in order of: (a) a top layer composed of at least one polycarbonate sheet; (b) a fabric layer composed of a fabric comprising aromatic polyamide fibers and an adhesion aid; and (c) a bottom layer composed of at least one polycarbonate sheet; wherein the adhesion aid comprises polycarbonate oligomers having a weight average molecular weight of about 6500 or less. Also disclosed are articles comprising or produced from the thermoplastic composite laminates.

Abstract: Disclosed are thermoplastic composite laminates comprising in order of: (a) a top layer composed of at least one polycarbonate sheet; (b) a fabric layer composed of a fabric comprising aromatic polyamide fibers and an adhesion aid; and (c) a bottom layer composed of at least one polycarbonate sheet; wherein the adhesion aid comprises polycarbonate oligomers having a weight average molecular weight of about 6500 or less. Also disclosed are articles comprising or produced from the thermoplastic composite laminates.

Abstract: Described herein is a discovery Platform Technology for analyzing a biological system or process (e.g.

Abstract: A lampshade and lamp protection structure comprises a lampshade and a lamp base disposed therein. The lampshade has inside a snap ring, along which are provided with several connecting rods connected thereon. The other end of each connecting rod is connected to the cover body. The lamp base comprises a base body, whose top is provided with a snap base with a top surface having several claws. The inner side of the top of each claw has a barb matching the snap ring. The snap ring is inserted between the claws for the barbs to hold. The lamp base is connected to the snap ring through the snap base, and requires a tool to release. The lampshades of displayed lamps in a sale cannot be removed or interchanged easily. The wire therein is prevented from damages as it does not rotate when the lampshade and lamp base are separated.