Abstract: A method of training an autonomous agent is provided, the method comprising: providing videogame data generated by a human playing a videogame as input data to a training network for training an autonomous agent for playing the videogame; generating videogame data of the trained autonomous agent playing the videogame; providing the videogame data of the trained autonomous agent playing the videogame data to a discriminator of a generative adversarial network ‘GAN’, the discriminator of the GAN being trained to distinguish videogame data of a human playing the videogame and videogame data of an autonomous agent playing the videogame; generating a classification, by the discriminator of the GAN, of the output videogame data of the trained autonomous agent playing the videogame as human or agent; and updating at least one of the training network and the discriminator of the GAN based on the classification generated by the discriminator of the GAN.

Abstract: Systems and method for the structure, configuration, or arrangement of the input fields in a user interface. For example, a computer-implemented method includes displaying a structured input interface configured with a plurality of input fields. The structured input interface can be configured for rendering in a graphical user interface. A first input field can correspond to an initial notification element in the graphical user interface for rendering in association with the first input field. The method includes receiving user data. The method includes determining, based on the user data, an updated notification element for rendering in association with the first input field. The method includes updating the structured input interface comprising the first input field and the updated notification element.

Abstract: A buffer and self-feeding apparatus includes a polishing device, a pump assembly, a pressurized reservoir, a collapsible cartridge, and a backing plate. The polishing device provides rotational energy to the backing plate as the backing plate is rotatably mounted to a spindle shaft of the polishing device. The backing plate functions as a rotational base to receive a polishing pad. The pressurized reservoir is mounted onto the casing and compressionally holds the collapsible reservoir that is filled with a quantity of polishing compound. The pump assembly is mounted onto the polishing device and is in fluid communication with the collapsible reservoir so that the user can selectively operate the pump assembly to dispense polishing compound onto the polishing pad without having to shut-off the polishing device.

Abstract: A copolymer comprising repeating units and end units, each derived from dicyclopentadiene.

Abstract: An ultraviolet ink composition includes from 25 wt % to 50 wt % of a pigment dispersion, from greater than 0 wt % to 10 wt % of a photoinitiator package; from 10 wt % to 42 wt % of a reactive diluent; from 10 wt % to 20 wt % of a multifunctional monomer; and from 0 wt % to 25 wt % of a difunctional monomer. An ink primer includes from 2 wt % to 10 wt % of an adhesion promoter configured to bond to glass and from 90 wt % to 98 wt % of a solvent configured to promote bonding of the adhesion promoter to the glass. Another ink primer includes from 2 wt % to 10 wt % of an adhesion promoter configured to bond to glass, from greater than 0 wt % to 10 wt % of a photoinitiator package; and from 30 wt % to 45 wt % of a monofunctional monomer.

Abstract: A data processing apparatus comprises a captioning model to receive gameplay telemetry data indicative of one or more in-game properties for a session of a video game, the captioning model comprising an artificial neural network (ANN) trained to output caption data comprising one or more captions in dependence upon a learned mapping between gameplay telemetry data and caption data, one or more of the captions comprising one or more words for providing a visual description for the session of the video game, and output circuitry to output one or more of the captions.

Abstract: A parallel-walled ventilation duct assembly with integrated low-profile subducts, and/or methods of manufacturing the assembly are provided. The assembly of embodiments includes a main shaft body defined by at least one wall surrounding an interior cavity and at least one low-profile subduct disposed within the interior cavity. The cross-sectional area of the main shaft body has a rectangular or an obround shape. The low-profile subduct includes an interior channel defined by a plurality of walls. The low-profile subduct is integrated into at least one wall of the main shaft body such that at least one wall of the plurality of walls of the low-profile subduct includes at least a portion of an interior surface of the at least one wall of the main shaft body, and the portion of the interior surface of the at least one wall includes a flat portion of the interior surface.

Abstract: A decoder apparatus comprises receiving circuitry to receive caption data indicative of a language-based description for a first image and encoded data representative of the first image; and decoder circuitry comprising one or more trained machine learning models operable to generate a reconstructed image in dependence on the caption data and the encoded data, the reconstructed image having a higher image quality than an image quality associated with the encoded data representative of the first image.

Abstract: This invention relates to a process for making phenolic fatty acid compounds having a reduced phenolic ester content. The invention also relates to method for chemically bonding a phenolic resin with a non-phenolic polymer (e.g., a synthetic fabric). The method comprises contacting a phenolic fatty acid compound with a non-phenolic polymer to introduce a hydroxy phenyl functional group into the non-phenolic polymer; and reacting the hydroxy phenyl functional group contained in the non-phenolic polymer with a phenolic resin or a phenolic crosslinker composition capable of forming a phenolic resin, to chemically bond the phenolic resin with the non-phenolic polymer. The invention is particularly useful for making a synthetic fabric-reinforced article, such as synthetic fabric-reinforced rubber article, circuit board substrate, or fiberglass.

Abstract: Example embodiments of the present disclosure provide for an example method including obtaining data indicative of user input via a user interface associated with a construction workflow for generating customized content items. The example method includes determining one or more key terms associated with the user input. The example method includes determining one or more suggested content items based on the one or more key terms. The example method includes generating a predicted performance increase associated with each respective content item of the one or more suggested content items. The example method includes providing, to a first user device, data indicative of a structured input interface associated with the construction workflow configured with one or more input fields and the one or more suggested content items, wherein the structured input interface is configured for rendering via a graphical user interface.

Abstract: Described herein is a glass article comprising a glass substrate having a major surface and an opaque layer disposed on the major surface. The opaque layer comprises a photocurable ink that comprises at least 10 wt % of a pigment. The opaque layer comprises a thickness of less than or equal to 25 ?m and an optical density of greater than or equal to 4.0. After curing via exposure to curing light from an ultraviolet light (“UV”) light emitting diode (“LED”), the opaque layer exhibits: (a) a pencil hardness of greater than or equal to 3H when measured according to ASTM 3363, and (b) an adhesion to the glass substrate of greater than or equal to 4B after being subjected to a temperature of 85° C. at 95% relative humidity for a period of at least 500 hours, when tested according to ASTM 3359.

Abstract: A polyimide, comprising 1-100 mol % of repeating units of formula (1), based on 100 mol % of total repeating units of the polyimide, wherein each V is as defined herein; and each R1 is independently a divalent group of formula (3), wherein A is anionic, and each A is independently —O, —S, —S(O)2, —S(O)2O, —OS(O)2O, —OP(O) (OR)dO, —P(O)(Re)O, —P(O)(ORf)O, or —OP(O)(Rg)O; and X is cationic, and each X is independently Li, Na, K, Cs, Mg, Ca, Sr, Cr, Mn, Fe, Co, Ni, Cu, Ag, Zn, Cd, B, Al, Ga, In, Ge, Sn, Pb, As, Sb, phosphonium, imidazolium, guanidinium, or pyridinium; and Rd, Re, Rf, and Rg are each independently hydrogen, substituted or unsubstituted C1-8 alkyl, or substituted or unsubstituted C6-12 aryl.

Abstract: Systems and method for the structure, configuration, or arrangement of the input fields in a user interface. For example, a computer-implemented method includes displaying a structured input interface configured with a plurality of input fields. The structured input interface can be configured for rendering in a graphical user interface. A first input field can correspond to an initial notification element in the graphical user interface for rendering in association with the first input field. The method includes receiving user data. The method includes determining, based on the user data, an updated notification element for rendering in association with the first input field. The method includes updating the structured input interface comprising the first input field and the updated notification element.

Abstract: A buffer and self-feeding apparatus includes a polishing device, a pump assembly, a pressurized reservoir, a collapsible cartridge, and a backing plate. The polishing device provides rotational energy to the backing plate as the backing plate is rotatably mounted to a spindle shaft of the polishing device. The backing plate functions as a rotational base to receive a polishing pad. The pressurized reservoir is mounted onto the casing and compressionally holds the collapsible reservoir that is filled with a quantity of polishing compound. The pump assembly is mounted onto the polishing device and is in fluid communication with the collapsible reservoir so that the user can selectively operate the pump assembly to dispense polishing compound onto the polishing pad without having to shut-off the polishing device.

Abstract: A method, apparatus, and system for testing a fuel tank for an aircraft. Electrical power is sent to an optical data concentrator for the fuel tank for the aircraft from a power supply such that the optical data concentrator sends optical signals to optical sensors inside the fuel tank through optical fibers connecting the optical data concentrator to the optical sensors. The electrical power is sent during a phase of manufacturing of the aircraft. Test data is received from the optical data concentrator by a computer system. The test data is based on optical response signals received from the optical sensors. A determination of states for the optical sensors is made by the computer system using the test data. A graphical indication of the states determined for the optical sensors inside the fuel tank is displayed by the computer system in a graphical user interface on a display system.

Abstract: A roll assembly temperature sensing system for a pellet mill includes: a thermal sensor (160); and a pellet mill roll assembly rotatably disposed in a rotor assembly. The pellet mill roll (140) assembly includes: a roll shaft; a bearing disposed circumferentially around the roll shaft; and a seal (150) disposed between an end of the bearing and the rotor assembly. The rotor assembly includes an area defining a die cavity adjacent to the seal (150). The thermal sensor (160) is disposed within the die cavity, and is configured to detect a temperature of the seal resulting from heat conducted from the bearing.

Abstract: A new and distinct cultivar of Primula plant named ‘KERANNAWEAVE’ is described, characterized by abundant, fully-double maroon flowers with an irregular gold rim. Plants have compact, uniform habits. The new variety is a Primula, normally used as an ornamental garden or landscape plant.

Abstract: A new and distinct cultivar of Primula plant named ‘KERBELROSA’ is described, characterized by abundant, fully-double rose-colored flowers with a silver rim. Plants have compact, uniform habits. The new variety is a Primula, normally used as an ornamental garden or landscape plant.

Abstract: A new and distinct cultivar of Primula plant named ‘KERBELBLUWAT’ is described, characterized by abundant, fully-double blue flowers, and dark green foliage. Plants have compact, uniform habits. The new variety is a Primula, normally used as an ornamental garden or landscape plant.