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This patent concerns novel technology for detecting backdoors of neural network, particularly deep neural network (DNN), classifiers. The backdoors are planted by suitably poisoning the training dataset, i.e., a data-poisoning attack. Once added to input samples from a source class (or source classes), the backdoor pattern causes the decision of the neural network to change to a target class. The backdoors under consideration are small in norm so as to be imperceptible to a human, but this does not limit their location, support or manner of incorporation. There may not be components (edges, nodes) of the DNN which are dedicated to achieving the backdoor function. Moreover, the training dataset used to learn the classifier may not be available. In one embodiment of the present invention which addresses such challenges, if the classifier is poisoned then the backdoor pattern is determined through a feasible optimization process, followed by an inference process, so that both the backdoor pattern itself and the associated source class(es) and target class are determined based only on the classifier parameters and a set of clean (unpoisoned attacked) samples from the different classes (none of which may be training samples).

A surface treatment process comprises (a) providing at least one optical device; (b) providing a curable surface treatment composition comprising (1) at least one fluorinated organosilane compound comprising (i) a monovalent segment selected from polyfluoroalkyl, polyfluoroether, polyfluoropolyether, and combinations thereof and (ii) a monovalent endgroup comprising at least one silyl moiety comprising at least one group selected from hydrolyzable groups, hydroxyl, and combinations thereof, and (2) at least one fluorinated organosilane compound comprising (i) a multivalent segment selected from polyfluoroalkane, polyfluoroether, polyfluoropolyether, and combinations thereof and (ii) at least two monovalent endgroups, each independently comprising at least one silyl moiety comprising at least one group selected from hydrolyzable groups, hydroxyl, and combinations thereof; (c) applying the curable surface treatment composition to the optical device; and (d) curing the applied, curable surface treatment composition.

The present invention relates to a method for scalably encoding and decoding a video signal. In an embodiment of the present invention, motion information, such as reference indices, motion vector, modes, etc., for an enhanced layer can be derived from a base layer, and a reference index for an image block in the enhanced layer is determined using median criterion based upon the base layer. A reference index for a block, having the most pixels corresponding to those of the image block, in the base layer is selected as the reference index for the image block, and the nearer reference index is selected if more than one block in the base layer have the same pixels corresponding to those of the image block. And, a motion vector for the base layer block related to the selected reference index is selected as the motion vector for the image block.

A method for making fire retardant material including fire retardant cellulosic insulation. The method includes an arrangement for adding one or more feedstocks and a fire retardancy chemical compound to a common blend tank prior to feedstock drying. The one or more feedstocks may include at least one virgin pulp stock feed and at least one recycled material stock feed. The amount and type of both the virgin feedstock and the recycled material feedstock is selectable. Old newsprint (ONP) may be one type of recycled material feedstock. Another suitable type of recycled material feedstock is old corrugated containers (OCC). The method further includes retaining the fiber feedstock and the chemical compound together for enough time to ensure adherence or impregnations of enough of the chemical to the fibers after the drying process. Fluffing or fiberizing of the treated fibers may be accomplished under less severe conditions than ordinarily employed when making conventional cellulose insulation.

This patent concerns novel technology for detecting backdoors in neural network, particularly deep neural network (DNN) classification or prediction / regression models. The backdoors are planted by suitably poisoning the training dataset, i.e., a data-poisoning attack. Once added to an input sample from a source class of the attack, the backdoor pattern causes the decision of the neural network to change to the attacker's target class in the case of classification, or causes the output of the network to significantly change in the case of prediction or regression. The backdoors under consideration are small in norm so as to be imperceptible to a human or otherwise innocuous / evasive, but this does not limit their location, support or manner of incorporation. There may not be components (edges, nodes) of the DNN which are specifically dedicated to achieving the backdoor function. Moreover, the training dataset used to learn the classifier or predictor / regressor may not be available. In one embodiment of the present invention, which addresses such challenges, if the classifier or predictor / regressor is poisoned then the backdoor pattern is determined through a feasible optimization process, followed by an inference process, so that both the backdoor pattern itself and the associated source class(es) and target class are determined based only on the classifier or predictor / regressor parameters and using a set of clean (unpoisoned) samples, from the different classes (none of which may be training samples).

The present invention comprises a radiation curable composition for in-line printing containing magnetic pigments capable of being magnetized to possess permanent magnetic properties after the composition is cured. The composition is cured by an ionizing radiation source, preferably by UV light or electron beam radiation (UV / EB). The present invention is also directed to an in-line process for printing magnetic images on non-magnetic substrate, comprising: pattern applying the above mentioned radiation curable composition on the substrate opposite to a print side, pre-aligning the magnetic pigment particles (if necessary) of the applied composition, curing the composition by ionizing radiation source (UV / EB), magnetizing the cured composition, then finishing the final piece. The finishing step could involve delivering the final piece in a simple sheet with die cut magnets or creating an "integrated magnet" format involving plow folding over the magnet panel, pattern coating or flood coating an adhesive that will only adhere the non-magnet matrix areas between die cut magnets, thus, allowing for the individual magnets to be "popped" out of the carrier by the final end user. The resulting magnetized pieces will possess holding power like magnets (refrigerator and office magnets) and are capable of carrying personalized, Scitex imaged and direct marketing information (including redemption value for coupons, local public service access numbers, etc.)

An improved medical treatment and medicine is provided to quickly and safely resolve HIV and other microbial infections. The inexpensive medicine can be self administered and maintained for the prescribed time. The attractive medicine comprises an antimicrobial concentrate comprising microbe inhibitors, phytochemicals or isolates. Desirably, the effective medicine comprises a surfactant and an aqueous carrier or solvent and a nutrient. In the preferred form, the medicine comprises: Echinacea and Commiphora myrrha phytochemicals, benzalkonium chloride, a sterile water solution, and folic acid.

A versatile decorative object having a multidimensional visual effect with a first layer separated from a second layer. The first layer is opaque and has applied on it a decorative image having at least black and white and the second layer (s) is transparent and has applied on it the same decorative image with the white of the image being transparent on the second layer. A preferred embodiment includes the first layer and the second layer(s) to be digitally created to accomplish the removal of white space from the decorative image. During this digital creation, proportions, size, juxtaposition of layers and content of the image is critical in achieving the stated visual effect.

A method for making fire retardant material including fire retardant cellulosic insulation. The method includes an arrangement for adding one or more feedstocks and a fire retardancy chemical compound to a common blend tank prior to feedstock drying. The one or more feedstocks may include at least one virgin pulp stock feed and at least one recycled material stock feed. The amount and type of both the virgin feedstock and the recycled material feedstock is selectable. Old newsprint (ONP) may be one type of recycled material feedstock. Another suitable type of recycled material feedstock is old corrugated containers (OCC). The method further includes retaining the fiber feedstock and the chemical compound together for enough time to ensure adherence or impregnations of enough of the chemical to the fibers after the drying process. Fluffing or fiberizing of the treated fibers may be accomplished under less severe conditions than ordinarily employed when making conventional cellulose insulation.

A versatile decorative object having a multidimensional visual effect with a first layer separated from a second layer. The first layer is opaque and has applied on it a decorative image having at least black and white and the second layer (s) is transparent and has applied on it the same decorative image with the white of the image being transparent on the second layer. A preferred embodiment includes the first layer and the second layer(s) to be digitally created to accomplish the removal of white space from the decorative image. During this digital creation, proportions, size, juxtaposition of layers and content of the image is critical in achieving the stated visual effect.

Disclosed is a method for processing Pachyrhizus juice concentrate with good taste and stable color value, with the steps as follows: (1) pretreatment of raw materials; (2) high-temperature enzymolysis: adding the high-temperature amylase for enzymolysis 30 min at 95° C.; (3) juicing; (4) pasteurization; (5) acidity adjustment; (6) enzymolysis: adding raw materials of glucoamylase 747 ml / T pectinase 50 ml / T, activated carbon 3 kg / T, bentonite 1 kg / T to the Pachyrhizus juice after acidity adjustment; (7) secondary pasteurization: cooling to 53° C. ; (8) filtration; filtering through 0.45 um twice; (9) acidity adjustment, concentrating and cardboard filtration to obtain the finished product. The method for processing Pachyrhizus juice concentrate provided herein is proved through experiments that, the conventional method for color protection by adding VC is not applicable for Pachyrhizus juice concentrate, without adding VC, the browning during the product processing is significantly reduced, and the color value of final samples is well controlled; therefore, the method in the invention is simple, suitable for industrial production.

This invention consists of a new and novel chemical composition and application method for the control of a number of different types of plant pathogens. A homogeneous aqueous solution is prepared consisting of one or more metallic compounds, a natural product adjuvant for acidifying and forming the complex ions of these metals, and a surfactant. This resulting solution is applied to all plant surfaces down to the soil line until obvious runoff. This application is repeated periodically to totally and completely halt and interrupt the plant pathogen's life cycle in 1-8 weeks during the growing season with more restricted application during the dormant period for prophylactic purposes. This new composition of matter and method of application also serves as a very efficient method to add nutrients and micronutrients to the plant, and to control animal and plant pathogens that reside on a plant host.

A method of applying a varnish, whether or not it includes a solvent, on a component, in particular a vehicle headlight reflector, comprises the following steps: (i) selecting a varnish having a viscosity at ambient temperature of about 500 to 2000 mPa.s, and a viscosity at the application temperature which is lower than about 200 mPa.s, with a viscosity which is substantially independent of variation in the temperature within the range of application; (ii) heating the surface of the component before the step of moistening the varnish at a selected temperature thetap1; (iii) heating the varnish at the moment of application to a selected temperature thetav; and (iv) during the spreading step, maintaining the component at a selected temperature thetap2 for a selected time tp2.

It is intended to provide novel primers to be used in gene amplification reactions for detecting human cytokeratins (Human CK). A primer containing an oligonucleotide comprising a base sequence which is selected from among the the 270- to 1375-th regions of the base sequence represented by SEQ ID NO:1 and the regions of complementary strands thereof and represented by, for example, any of SEQ ID NOS:2 to 341 is constructed. Further, a primer containing an oligonucleotide comprising a base sequence which is selected from among the 270- to 930-th regions of the base sequence represented by SEQ ID NO:342 and the regions of complementary strands thereof and represented by, for example, any of SEQ ID NOS:343 to 434 is constructed. Furthermore, a primer containing an oligonucleotide comprising a base sequence which is selected from among the 340 to 490-th regions or the 495- to 1050-th regions of the base sequence represented by SEQ ID NO:435 and the regions of complementary strands thereof and represented by, for example, any of SEQ ID NOS:436 to 474 is constructed.

The invention relates to a biodegradable halogen-free flame retardants composition used for fire-safety and prevention, that limits and extinguishes fires by means of increased resistance to ignition, slowing down burning rates and the rate of heat, smoke and toxic gas release from polymers with different physical and chemical properties and structure, such as textiles, wooden materials, paper, cardboard, corrugated board, leather, cellular polystyrene, foamed polyurethane, and items made of them. The composition according to the invention contains orthophosphoric acid, urea, triethanolamine, ammonia water, polydimethylsiloxane, surfactant, which may be anionic, cationic, amphoteric, non-ionic or mixtures thereof and water.

The present invention is directed to a surface restoration composition including an organic acid, a metal oxide and a plasticizer. Optionally, dispersants, thickeners and water can be included in the composition. The inventive composition is applied to a stone surface and buffed to dryness to achieve the desired level of gloss.

A solar cell module production method involves applying adhesives on a light-receiving surface and a rear surface of a solar cell having electrodes on the light-receiving surface and the rear surface, and positioning and attaching a wiring material on the adhesives. Specifically, the adhesives are applied via screen printing, and different screen plates are used on the light-receiving surface side and the rear surface side to apply a greater amount of adhesive on the rear surface side than on the light-receiving surface side.

A water-conducting domestic appliance includes a container with an expansion opening, an expansion component on the container, and an anti-twist device securing the expansion component in its assembly position.

A method for fabricating organic photovoltaic-based electricity-generating military pilot equipment, including flight suits, helmets, helmet visors, and related equipment is described. In particular, a method for fabricating such equipment utilizing lamination of highly flexible organic photovoltaic films is described. High-throughput and low-cost fabrication options also allow for economical production.

A combination dispenser and applicator has a dispenser body for mounting the dispenser body over a valve of a container of nail polish. The dispenser body has a brush receiver that receives the nail polish from the valve of the container. A disposable applicator brush, not including a valve, but with bristles adjacent a distal end, is shaped to removably engage the brush receiver. The disposable applicator brushes are inexpensive and disposable, and may be readily changed during use of the combination, so that one of the brushes is not used on multiple persons, thereby enabling a more hygienic method of applying nail polish.

A method and the required apparatus for carrying out the manual application of a pre-set length of tape to seal a carton that uses a tape hold down and a tape dispenser. The tape dispenser stops the movement of tape being pulled therefrom when the desired pre-set length of tape has been dispensed and which is cut to provide a free tape portion is used to provide the tape portion that is to be applied manually to seal the carton. The flaps of the carton being sealed are held in place when the tape portion is being applied by a U-shaped flap holder formed by a pair of L-shaped legs that are spaced to permit application of the tape portion to the carton between the legs when the flap folder is in position holding the flaps closed.

The invention relates to a biodegradable halogen-free flame retardants composition used for fire-safety and prevention, that limits and extinguishes fires by means of increased resistance to ignition, slowing down burning rates and the rate of heat, smoke and toxic gas release from polymers with different physical and chemical properties and structure, such as textiles, wooden materials, paper, cardboard, corrugated board, leather, cellular polystyrene, foamed polyurethane, and items made of them. The composition according to the invention contains orthophosphoric acid, urea, triethanolamine, ammonia water, polydimethylsiloxane, surfactant, which may be anionic, cationic, amphoteric, non-ionic or mixtures thereof and water.

The present invention relates to a method for preparing an invasive test on an egg, such as determining the gender of an embryo in an egg, comprising the step of: providing a passage to the interior of an egg. The present invention also relates to a method for determining the gender of an embryo in an egg.

A water-conducting domestic appliance includes a container with an expansion opening, an expansion component on the container, and an anti-twist device securing the expansion component in its assembly position.

Initially a method for communication between a management information system, in which a field content is stored, and an execution system are disclosed, wherein the field content in Job Definition Format is transmitted from the management information system to the execution system, then a method for communication between a source system, in which a field content is stored in a file in Job Definition Format, and an executing system, wherein the field content in Job Definition Format is transmitted by the source system to the execution system, and eventually a communication module, through which a field content in Job Definition Format can be transmitted to an execution system, wherein in order to simplify communications between management information systems or source systems and execution systems in job format, and to render them less error prone, the field content is initially adapted according to a rule specified for the management information system, or the source system, and the execution system is adapted to specified rules and subsequently transmitted to the execution system, or the field content is adapted according to such method before transmission.

An apparatus for producing diesel fuel and jet fuel using Fischer-Tropsch synthetic oil, the apparatus including a hydrofining reactor, a hot separator, a first rectifying column, a hydrocracking reactor, a hydroisomerization reactor, a second rectifying column, a first mixing chamber and a second mixing chamber. The hydrofining reactor includes a raw material inlet and a hydrofining product outlet. The hot separator includes a separated oil outlet and a hydrofining product inlet which is connected to the hydrofining product outlet. The first rectifying column includes a tail oil fraction outlet, a diesel fraction outlet and a separated oil inlet which is connected to the separated oil outlet. The first mixing chamber includes a circulating hydrogen inlet, a first mixture outlet and a tail oil fraction inlet which is connected to the tail oil fraction outlet.

The object of the present invention is to provide a method of efficiently manufacturing an optically active D- and / or L-form amino acid possessing a thiol group in the side chain by a simple method. The present invention provides a method of manufacturing an amino acid derivative possessing a thiol group in the side chain, characterized in manufacturing an intermediate composition comprising D- and L-forms of an amino acid derivative possessing a thiol group at the β-position, reacting a hydrolase selective for D- or L-amino acids, and separating the hydrolyzed D- or L-amino acid derivative, as well as an intermediate thereof.

The object of the present invention is to provide a method of efficiently manufacturing an optically active D- and / or L-form amino acid possessing a thiol group in the side chain by a simple method. The present invention provides a method of manufacturing an amino acid derivative possessing a thiol group in the side chain, characterized in manufacturing an intermediate composition comprising D- and L-forms of an amino acid derivative possessing a thiol group at the β-position, reacting a hydrolase selective for D- or L-amino acids, and separating the hydrolyzed D- or L-amino acid derivative, as well as an intermediate thereof.

Disclosed is a method for processing Pachyrhizus juice concentrate with good taste and stable color value, with the steps as follows: (1) pretreatment of raw materials; (2) high-temperature enzymolysis: adding the high-temperature amylase for enzymolysis 30 min at 95° C.; (3) juicing; (4) pasteurization; (5) acidity adjustment; (6) enzymolysis: adding raw materials of glucoamylase 747 ml / T pectinase 50 ml / T, activated carbon 3 kg / T, bentonite 1 kg / T to the Pachyrhizus juice after acidity adjustment; (7) secondary pasteurization: cooling to 53° C.; (8) filtration; filtering through 0.45 um twice; (9) acidity adjustment, concentrating and cardboard filtration to obtain the finished product. The method for processing Pachyrhizus juice concentrate provided herein is proved through experiments that, the conventional method for color protection by adding VC is not applicable for Pachyrhizus juice concentrate, without adding VC, the browning during the product processing is significantly reduced, and the color value of final samples is well controlled; therefore, the method in the invention is simple, suitable for industrial production.