Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for selecting actions from large discrete action sets. One of the methods includes receiving a particular observation representing a particular state of an environment; and selecting an action from a discrete set of actions to be performed by an agent interacting with the environment, comprising: processing the particular observation using an actor policy network to generate an ideal point; determining, from the points that represent actions in the set, the k nearest points to the ideal point; for each nearest point of the k nearest points: processing the nearest point and the particular observation using a Q network to generate a respective Q value for the action represented by the nearest point; and selecting the action to be performed by the agent from the k actions represented by the k nearest points based on the Q values.

Abstract: A method of identifying a particular mask for a patient for use in delivering a flow of breathing gas to the patient includes capturing with a visual presentation and interaction component a plurality of images of the patient; receiving with the visual presentation and interaction component a number of responses from the patient to questions presented to the patient, eliminating one or more masks from a pool of potential masks for the patent based on at least one of the responses, utilizing at least some images of the plurality of images to determine the particular mask for the patient from the pool of potential masks, and identifying the particular mask to the patient.

Abstract: Various embodiments of the present invention generally relate to identity authentication and/or recognition. Some embodiments provide a method for determining when a user may engage in a restricted activity, including engaging in an initial contact with a user via a medium for exchange, receiving a request to engage in an activity, determining an activity trust threshold required for the activity, determining an initial identity trust score for the user, and comparing the initial identity trust score with the activity trust threshold. Based on the comparison, the user is either allowed to engage in the activity, rejected from engaging in the activity, or additional identifying information is collected.

Abstract: A method and device for accurately monitoring, displaying, and remote reporting of turbulent material flow streams in confined channels and pipes is provided. The device can have multiple cams coupled to an obstruction, and a spring. The multiple cams can have a cam profile, and the cam profile and the spring may be selected to linearize a rotation of the obstruction over a range of fluid flow velocities. The obstruction can include have multiple obstructions each in a different area of a cross-section of a pipe, improving the accuracy of the device.

Abstract: A media-isolated pressure and force sensor is provided utilizing a deformable solid as a coupling mechanism for transmitting a received external pressure to the surface of a pressure sensing diaphragm. An example media-isolated pressure and force sensor may include a pressure sensing diaphragm that is coupled to a substrate of the media-isolated pressure sensor and a deformable solid. The deformable solid may be configured to deform so as to substantially cover a sensing surface of the pressure sensing diaphragm to create a barrier between the pressure sensing diaphragm and a measured media. In addition, the deformable solid may fluidly couple the measured media to the pressure sensing diaphragm such that in an instance in which a force is applied to the deformable solid by the measured media the force is transmitted to the pressure sensing diaphragm.

Abstract: Defined herein are immunomodulating Formula (1) compounds wherein R, R0, R1, R2, R3 and W are as defined herein, stereoisomers thereof, and pharmaceutically acceptable salts thereof; and compositions comprising said compounds. The invention also includes methods for treating an inflammatory and/or immunological disease or disorder in an animal by administering a therapeutically effective amount of a Formula (1) compound, stereoisomer thereof, and a pharmaceutically acceptable salt thereof; or use of said compound of Formula (1) to prepare a medicament for treating an inflammatory and/or immunological disease or disorder in an animal.

Abstract: An improved sensor system is provided that monitors and controls a dendritic fluid system. A dendritic fluid system can include artificial components and/or natural components that carry fluid from a source to a destination through a series of paths. The sensor system can include magnetic field sensors, acoustic sensors, encapsulated sensor systems, pressure regulators, and valve controllers to monitor and control the dendritic fluid system. For example, magnetic field sensors, acoustic sensors, and/or pressure regulators can be used to measure the flow of fluid within a dendritic fluid subsystem and/or to detect potential leaks. The encapsulated sensor systems and/or valve controllers can be used to detect fluid levels in a contained system and control valves to adjust the fluid levels in the contained system to a desired level.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for improving operational efficiency within a data center by modeling data center performance and predicting power usage efficiency. An example method receives a state input characterizing a current state of a data center. For each data center setting slate, the state input and the data center setting slate are processed through an ensemble of machine learning models. Each machine learning model is configured to receive and process the state input and the data center setting slate to generate an efficiency score that characterizes a predicted resource efficiency of the data center if the data center settings defined by the data center setting slate are adopted t. The method selects, based on the efficiency scores for the data center setting slates, new values for the data center settings.

Abstract: A system may include a wearable apparatus dimensioned to be worn by a user about an axial region of the user’s body such that, when the wearable apparatus is worn by the user, the user’s field of view into a local environment is substantially free of a view of the wearable apparatus. The system may also include a machine-perception subsystem that is coupled to the wearable apparatus and that gathers information about the local environment by observing the local environment. Additionally, the system may include an experience-analysis subsystem that infers, based on the information about the local environment and information about the user, contextual information about an experience of the user in the local environment. Furthermore, the system may include a non-visual communication subsystem that outputs the contextual information about the experience of the user. Various other apparatuses, systems, and methods are also disclosed.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for training neural networks to predict the structure of a protein.

Abstract: Apparatus and associated methods relate to measuring position and displacement of a 2D surface magnet array of at least three adjacent magnetic north and south tracks with an acute angle versus its motion displacement relative to a magnetic field sensor (e.g., magnetic sensing probe). In an illustrative example, the geometry of the 2D surface magnet array may be planar with adjacent and alternating north and south pole regions. In some embodiments, the 2D surface magnet array geometry may take the form of (1) an axial cylindrical helical multipole magnet array having individually magnetized layers that are oriented in helical shape, or (2) a radial disk spiral multipole magnet array with at least three adjacent north and south tracks oriented as a spiral shape.

Abstract: In one embodiment, a computing system instructs, at a first time, a camera having a plurality of pixel sensors to use the plurality of pixel sensors to capture a first image of an environment comprising an object. The computing system predicts, using at least the first image, a projection of the object appearing in a virtual image plane associated with a predicted camera pose at a second time. The computing system determines, based on the predicted projection of the object, a first region of pixels and a second region of pixels. The computing system generates pixel-activation instructions for the first region of pixels and the second region of pixels. The computing system instructs the camera to capture a second image of the environment at the second time according to the pixel-activation instructions.

Abstract: Systems, methods, and devices for efficient and user-friendly transport of materials from a first substrate to a second substrate are described. Systems can include a first substrate vessel configured to hold a first substrate to be cleaned or extracted, a transport media delivery system in fluid communication with the first substrate vessel, and a catchment system. The transport media delivery system delivers a fluid transport medium, which may include a fluid in a supercritical phase, to the first substrate vessel. The fluid transport medium removes particles from the first substrate and carries the particles to the catchment system, where the particles can be exhausted to the atmosphere or deposited onto a second substrate such as a filter or disposal tray.

Abstract: Defined herein are immunomodulating Formula (1) compounds wherein R, R0, R1, R2, R3 and W are as defined herein, stereoisomers thereof, and pharmaceutically acceptable salts thereof; and compositions comprising said compounds. The invention also includes methods for treating an inflammatory and/or immunological disease or disorder in an animal by administering a therapeutically effective amount of a Formula (1) compound, stereoisomer thereof, and a pharmaceutically acceptable salt thereof; or use of said compound of Formula (1) to prepare a medicament for treating an inflammatory and/or immunological disease or disorder in an animal.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for predicting a structure of a protein comprising one or more chains. In one aspect, a method comprises: obtaining an initial multiple sequence alignment (MSA) representation; obtaining a respective initial pair embedding for each pair of amino acids in the protein; processing an input comprising the initial MSA representation and the initial pair embeddings using an embedding neural network to generate an output that comprises a final MSA representation and a respective final pair embedding for each pair of amino acids in the protein; and determining a predicted structure of the protein using the final MSA representation, the final pair embeddings, or both.

Abstract: Disclosed embodiments provide for control of an external display by a client device. In one aspect, a system includes at least one electronic hardware processor and an electronic hardware memory, operably connected to the at least one electronic hardware processor, and storing instructions that configure the at least one electronic hardware processor to transmit a barcode to a first client device, establish an authenticated session with a second client device, receive an indication of the barcode from the second client device via the authenticated session, receive input from the second client device indicating a selection of content, access the selected content via the authenticated session, and transmit the selected content to the first client device based on the barcode received from the second client device.

Abstract: Methods and systems for verifying a user's identity on a computing device using two-factor authentication are described. More particularly, the system utilizes a personal identification number input by a user, together with one or more of a secure browsing feature, a device fingerprint, and a token generator to authenticate the user on the computer.

Abstract: Methods and systems for scheduling applications on a multi-core processor are disclosed, which may be based on association of processor cores, application execution environments, and authorizations that permits efficient and practical means to utilize the simultaneous execution capabilities provided by multi-core processors. The algorithm may support definition and scheduling of variable associations between cores and applications (i.e., multiple associations can be defined so that the cores an application is scheduled on can vary over time as well as what other applications are also assigned to the same cores as part of an association). The algorithm may include specification and control of scheduling activities, permitting preservation of some execution capabilities of a multi-core processor for future growth, and permitting further evaluation of application requirements against the allocated execution capabilities.

Abstract: An apparatus and method for converting uninhibited bulk explosives or oxidiser into inhibited bulk explosives or oxidiser on demand. The apparatus disperses an inhibitor into a stream of bulk explosive/oxidiser during the conveyance between an explosive truck and a blast hole or in preparation of a bulk oxidiser for use in a bulk explosive vehicle.