Abstract: Provided is an airflow device, for example a respiratory support device, comprising a flow path along which air is displaceable, and an acoustic absorber arranged along at least part of the flow path. Cavities are defined in a material of the acoustic absorber for absorbing sound. The airflow device also comprises an acoustically transparent layer between the flow path and the acoustic absorber. The acoustically transparent layer is configured to transmit sound in the flow path to the acoustic absorber to enable the acoustic absorber to absorb the sound. The acoustically transparent layer has an exterior surface for exposing to the air in the flow path, and an interior surface facing away from the flow path and towards the acoustic absorber.

Abstract: Techniques of generating recrawl policies for commercial offer pages include generating a multiple strategy approach using a number of different strategies. In some implementations, each strategy is an arm of a K-armed adversarial bandits algorithm with reinforcement learning. Moreover, in some implementations, the multiple strategy approach also uses a machine learning algorithm to estimate parameters such as a click rate, impression rate, and likelihood of price change, i.e., change rate, which was assumed known in the conventional approaches.

Abstract: Implementations relate to training a model that can be used to process values for defined features, where the values are specific to a user account, to generate a predicted user measure that reflects both popularity and quality of the user account. The model is trained based on losses that are each generated as a function of both a corresponding generated popularity measure and a corresponding generated quality measure of a corresponding training instance. Accordingly, the model can be trained to generate, based on values for a given user account, a single measure that reflects both quality and popularity of the given user account. Implementations are additionally or alternatively directed to utilizing such predicted user measures to restrict provisioning of content items that are from user accounts having respective predicted user measures that fail to satisfy a threshold.

Abstract: In a handheld personal care device, one of a main unit and a functional attachment of the device comprises a first coupling member (1) having a first coupling axis (C1), and a first electrical contact element (41) electrically connected to an electrical component of said one of the main unit and the functional attachment, and the other one of the main unit and the functional attachment comprises a second coupling member (2) having a second coupling axis (C2), and a second electrical contact element (61) electrically connected to an electrical component of said other one of the main unit and the functional attachment. The first electrical contact element (41) comprises a metal spring element (12) and the second electrical contact element (61) is provided on or comprised by a surface of the second coupling member (2) which is configured to be engaged by the spring element (12).

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing a machine learning task on a tuple of respective input sequences to generate an output. In one aspect, one of the systems includes a neural network comprising a plurality of encoder neural networks and a head neural network, each encoder neural network configured to: receive a respective input sequence from the tuple; process the respective input sequence using one or more encoder network layers to generate an encoded representation comprising a sequence of tokens; and process each of some or all of the tokens in the sequence of tokens using a projection layer to generate a lower-dimensional representation, and the head neural network configured to: receive lower-dimensional representations of a respective proper subset of the sequence of tokens generated by the encoder neural network; and process the lower-dimensional representations to generate the output.

Abstract: A lighting module, including: a baseboard configured to receive a user signal indicating a user lighting preference; a communication submodule configured to receive the user signal and convert the user signal to machine readable data indicating the user lighting preference; a control submodule communicably coupled to the wireless communication submodule for receiving the machine readable data, wherein the microcontroller submodule comprises: memory configured to store a lighting parameter provided by a provider, and a processor configured to generate lighting driver instructions based on the user lighting preference and the lighting parameter; and a lighting mode output submodule configured to output the lighting driver instructions to a lighting driver module of a lighting assembly for controlling light emitting elements of the lighting assembly.

Abstract: A connected lighting system that includes a substrate defining a broad face, a first set of light emitting elements, and a second set of light emitting elements. Each light emitting element of the second set of light elements may be configured to emit light having a fixed color parameter different from a first color parameter of the first set of lighting elements. The first and second sets of light emitting elements may be arranged at at least two different contiguous portions of the broad face of the substrate. A processor may be configured to control the first set of light emitting elements with a predetermined intensity and control relative intensities of one or more of the second set of light emitting elements to cooperatively emit light having a first color parameter value.

Abstract: Techniques of generating recrawl policies for commercial offer pages include generating a multiple strategy approach using a number of different strategies. In some implementations, each strategy is an arm of a K-armed adversarial bandits algorithm with reinforcement learning. Moreover, in some implementations, the multiple strategy approach also uses a machine learning algorithm to estimate parameters such as a click rate, impression rate, and likelihood of price change, i.e., change rate, which was assumed known in the conventional approaches.

Abstract: The invention relates to new proline derivatives of formula (I) as cGAS inhibitors, wherein wherein R1, R2, R3, R4, R5, R6, R7, R8, R9, R10, R11 and G are defined as in claim 1, and prodrugs or pharmaceutically acceptable salts of these compounds for the treatment of diseases such as systemic lupus erythematosus, systemic sclerosis (SSc), non-alcoholic steatotic hepatitis (NASH), interstitial lung disease (ILD) and idiopathic pulmonary fibrosis (IPF).

Abstract: A lighting system, including: a substrate defining a first broad face; a first set of light emitting elements configured to emit visible light having a fixed first color parameter; a second set of light emitting elements configured to emit visible light having a fixed second color parameter different from the first color parameter; a diffuser cooperatively enclosing the first and second sets of light emitting elements with the substrate; a communication module including an antenna; and a processor operatively connected to the communication module, the first set of light emitting elements, and the second set of light emitting elements, the processor configured to independently control relative intensities of the first and second set of light emitting elements to cooperatively emit light having a target color parameter value, wherein the target color parameter value is received from the communication module.

Abstract: Techniques are described herein for enabling more computationally efficient organization of files within a cloud storage system. A method includes: receiving information identifying a document and a set of folders; for each folder in the set of folders, using a trained model to predict a similarity measure between the folder and the document; for each folder in the set of folders, determining a score for the folder based on the predicted similarity measure for the folder; selecting a candidate folder from the set of folders using the scores of the folders within the set of folders; and providing, on a user interface, a selectable option to associate the document with the candidate folder.

Abstract: A lighting system, including: light emitting elements; a reset switch operable in a first and second state; non-volatile reset memory configured to record the state of the reset switch when power is provided to the system; a wireless communication system; non-volatile communication memory configured to store default settings and configuration settings; a control system operable, in response to initial power provision to the control system, between: a configured mode when an instantaneous reset switch state matches the recorded state, the configured mode including: connecting the wireless communication system to a remote device based on the configuration settings, receiving instructions from the remote device, and controlling light emitting element operation based on the instructions; and a reset mode when the instantaneous reset switch state differs from the recorded state, the reset mode including: erasing the configuration settings from the communication memory and operating the system based on the default

Abstract: Disclosed herein are system, method, and computer program product embodiments for encrypting and decrypting a sensitive data item using a zero-knowledge encryption protocol. An embodiment operates by receiving a request to decrypt the sensitive data item from a client. The embodiment retrieves the requested sensitive data item from a data store. The embodiment generates a result set by replacing a ciphertext value of the sensitive data item to be stored in the result set with a placeholder identifier. The embodiment retrieves a data encryption key (DEK) block from a DEK manager, wherein the DEK block comprises a DEK associated with the sensitive data item. The embodiment generates and encrypts a cipher ticket comprising the ciphertext value of the sensitive data item. The embodiment then sends the result set, the cipher ticket, and the DEK block to the client for decryption of the ciphertext value of the sensitive data item.

Abstract: The invention relates to compounds of formula I wherein R1, R2, R3, A, D, E, G, J, K and L are defined as in claim 1, and prodrugs, deuterated analogues and pharmaceutical acceptable salts thereof, for the treatment of diseases such as systemic lupus erythematosus, systemic sclerosis (SSc), interferonopathies, non-alcoholic steatohepatitis (NASH), interstitial lung disease (ILD) and idiopathic pulmonary fibrosis (IPF).

Abstract: A lighting system, including: light emitting elements; a reset switch operable in a first and second state; non-volatile reset memory configured to record the state of the reset switch when power is provided to the system; a wireless communication system; non-volatile communication memory configured to store default settings and configuration settings; a control system operable, in response to initial power provision to the control system, between: a configured mode when an instantaneous reset switch state matches the recorded state, the configured mode including: connecting the wireless communication system to a remote device based on the configuration settings, receiving instructions from the remote device, and controlling light emitting element operation based on the instructions; and a reset mode when the instantaneous reset switch state differs from the recorded state, the reset mode including: erasing the configuration settings from the communication memory and operating the system based on the default

Abstract: A smart inventory management system is described for a dispensing and blend-in-cup beverage platform including a container having an information tag that is configured to store unique information specific to a particular product, a reader configured to read the stored information from the information tag, a control board configured to host a software based decision engine which is configured to interpret the information specific to a particular product and to control one or more system components based at least in part on the information, a pump controlled by the control board and configured to pump beverage concentrates out of the containers in order to dispense the beverage concentrate into a beverage holder, and a check valve located between an opening on the container and the pump, the check valve configured to provide backflush prevention of foreign solutions into the container.

Abstract: Provided are systems and methods for incremental training of machine learning models to adapt to changes in an underlying data distribution. One example setting in which the techniques described herein may be beneficial is for incrementally training natural language models to enable the models to have or adapt to a dynamically changing vocabulary. Incremental training is provided as a feasible and inexpensive way of adapting machine learning models to evolving vocabulary without having to retrain them from scratch.

Abstract: A coupling assembly is provided which includes a coupling element and a retaining member. One of the coupling element and the retaining member includes at least one cam element and another of the coupling element and the retaining member includes at least one notch. Both the cam element and the notch have two oppositely sloped surfaces. In a coupled position of the coupling assembly, the cam element and the notch only contact each other at two sides through the sloped surfaces at the position of a contact portion at a base of the cam element and an associated contact portion of the notch at an open side of the notch.

Abstract: A shaving unit (20) for use in an electric shaver (1) comprises at least one hair-cuffing unit (21) comprising an external cutting member (23) having hair-entry openings (24) in a cutting track surface (25) and an internal cutting member having at least one hair-cutting element and being movable relative to the external cutting member (23), and abase member (22) supporting the at least one hair-cutting unit (21). The shaving unit (20) further comprises at least one skin-heating unit (30) comprising a skin-contacting member (31) having a skin-contacting surface (32) arranged adjacent to the at least one hair-cutting unit (21) to contact the skin during use of the shaving unit (20), and at least one infrared or near-infrared light source (33) integrated in the skin-contacting member (31), thermally coupled to the skin-contacting surface (32) and arranged to emit infrared or near-infrared light via the skin-contacting surface (32).

Abstract: A smart inventory management system is described for a dispensing and blend-in-cup beverage platform including a container having an information tag that is configured to store unique information specific to a particular product, a reader configured to read the stored information from the information tag, a control board configured to host a software based decision engine which is configured to interpret the information specific to a particular product and to control one or more system components based at least in part on the information, a pump controlled by the control board and configured to pump beverage concentrates out of the containers in order to dispense the beverage concentrate into a beverage holder, and a check valve located between an opening on the container and the pump, the check valve configured to provide backflush prevention of foreign solutions into the container.