Abstract: The present disclosure relates generally to taxonomies. More particularly, techniques are described for receiving a taxonomy as input, automatically generating data structures representing the taxonomy, determining content that is relevant to different concepts of the taxonomy, and generating an interface that enables users to access and navigate through the taxonomy-related content. The taxonomy specification may specify a taxonomy for a domain including various concepts related to the domain and hierarchical relationships between the concepts. Based on the taxonomy specification, a taxonomy structure may be generated for the taxonomy, the taxonomy structure including multiple taxonomy nodes corresponding to the multiple concepts. Content stored by a social networking system (SNS) may be searched to identify content relevant to each taxonomy node. Using relevant content identified, multiple web pages may be built with for the multiple taxonomy nodes in the taxonomy structure.

Abstract: Techniques for detecting and remediating anomalous intervals in time-series data of a monitored device are disclosed. A system trains a machine learning model on a combination of real data obtained from a monitoring device and false data generated by adding noise to the real data. The model predicts operating values for the device at individual intervals of a time-series data set. The system identifies anomalies in the time-series data based on differences between the predicted values and the real values. If the difference between a predicted value generate by the machine learning model and the real value exceeds a threshold, the system identifies a particular data point, such as a meter reading, as anomalous. The system ranks anomalies to perform remediation operations based on the ranking.

Abstract: This disclosure describes one or more implementations of systems, non-transitory computer-readable media, and methods that utilize a repository of metadata-based recommendations to classify data sources using metadata from the data sources. For example, the disclosed systems can generate a repository of metadata-based recommendations that indicate recommended classifications for objects within data sources through metadata associated with a data source schema. In some instances, the disclosed systems identify metadata from a data source schema associated with the data source. Subsequently, the disclosed systems can match the identified metadata to a metadata-based recommendation via metadata mappings in the metadata-based recommendation repository to select a metadata-based recommendation.

Abstract: Embodiments of the invention are directed to accurate resource interaction opportunity decisioning. Contextual information is extracted, in real-time or otherwise, which takes into account the circumstances surrounding the presentation of resource interaction opportunities to the potential user. A decisioning model from amongst a plurality of models is determined based on implementation of an explainability calculator that assesses the accuracy, peril and complexity of the models in relation to the resource interaction opportunity decisions rendered by the models. A relationship builder is implemented that is configured to build a relationship network amongst potential users and resource interaction opportunity providers and subsequently use the indirect relationships provided by the network as a basis for determining which resource interaction opportunity providers should provide resource interaction opportunities to the potential users.

Abstract: In an example, a system includes an oscillator circuit on a chip. The oscillator circuit includes a charging current generator including a current mirror and an amplifier, where the amplifier is coupled to a pin of the chip. The oscillator circuit also includes a first switch coupled to the pin, a second switch coupled to the pin and to a charging resistor, and a third switch coupled to the amplifier and an internal resistor, where the internal resistor is internal to the chip. The oscillator circuit includes a bias current source coupled to the current mirror. The system includes an external resistor coupled to the pin, where the external resistor is external to the chip. The system also includes an external capacitor coupled to the pin and coupled in parallel to the external resistor, where the external capacitor is external to the chip.

Abstract: A method for forming a self-forming barrier in a feature of a substrate is provided, including the following operations: depositing a metallic liner in the feature of the substrate, the metallic liner being deposited over a dielectric of the substrate; depositing a zinc-containing precursor over the metallic liner; performing a thermal soak of the substrate; repeating the depositing of the zinc-containing precursor and the thermal soak of the substrate for a predefined number of cycles; wherein the method forms a zinc-containing barrier layer at an interface between the metallic liner and the dielectric.

Abstract: Systems and methods are provided for presenting selectable page navigation options representing topics or search queries determined to be relevant to an item that a user is viewing on an initial page. When a user selects to begin entering a search query in a search filed on the initial page, a system may determine two or more page destinations to recommend to the user based on the first item presented on the initial page, where the page destinations may each represent a different topic or search query. These recommended destinations may then be presented over at least a portion of the initial page near the search field as selectable options for navigating to a corresponding recommended page destination. The selectable options may include, for each recommended page destination, an image representing the page destination and text identifying the page destination.

Abstract: An apparatus and method for efficiently managing power consumption of multiple partitions of an integrated circuit. A processing unit includes multiple partitions, each assigned to operation parameters of a respective power domain. Each of the partitions is assigned to operating parameters of a respective power domain. A power manager accesses a total power consumption budget for the multiple partitions and sends corresponding assigned power limits to the multiple partitions. A particular partition calculates a corresponding measurement of power consumption as a weighted sum of sampled signals, and performs steps to reduce power consumption when the particular partition determines the corresponding measurement of power consumption exceeds a corresponding assigned power limit. The power manager updates the assigned power limits within a first time interval.

Abstract: A method, computer system, and computer program for improving communication between a patient and a provider are described. The method, computer system and computer program perform a method that includes: obtaining data related to the health state of a patient; associating a timestamp with the data, encrypting the data and writing the data to a computer readable medium, determining whether the data is in a pre-configured range, and responsive to determining that the data is not in the pre-configured range, sending an alert to a client. This method also includes obtaining a response from the client and writing the response to the computer readable medium, where the response includes a medical recommendation based on the data.

Abstract: Burners and methods of making burner bodies via a focused beam are disclosed. In an aspect, a burner includes (a) a burner body and (b) at least one connector configured to supply at least a fuel and an oxidizer to the burner body. The burner body includes (1) a plurality of passageways; (2) a first major surface; (3) a plurality of ports at the first major surface, each port defined by an end of one of the passageways; and either: (4a) at least one heating element in or adjacent to at least one of the plurality of passageways that increases the temperature of a wall of the at least one of the plurality of passageways; or (4b) a cooling chamber directly adjacent to three or more of the plurality of passageways. The burner body includes a number of layers of metal directly bonded to each other.

Abstract: An electronic device and method for multiscale inter-prediction for dynamic point cloud compression is provided. The electronic device receives a set of reference point cloud frames and a current point cloud frame. The electronic device generates reference frame data comprising a feature set for each reference point cloud frame and a first set of features for the current point cloud frame. The electronic device predicts a second set of features for the current point cloud frame, using a first neural network predictor, based on the reference frame data. The electronic device computes a set of residual features based on the first set of features and the second set of features. The electronic device generates a set of quantized residual features based on the set of residual features and a bitstream of encoded point cloud data for the current 3D point cloud frame based on the set of quantized residual features.

Abstract: Embodiments are disclosed for expanding a seed scene using proposals from a generative model of scene graphs. The method may include clustering subgraphs according to respective one or more maximal connected subgraphs of a scene graph. The scene graph includes a plurality of nodes and edges. The method also includes generating a scene sequence for the scene graph based on the clustered subgraphs. A first machine learning model determines a predicted node in response to receiving the scene sequence. A second machine learning model determines a predicted edge in response to receiving the scene sequence and the predicted node. A scene graph is output according to the predicted node and the predicted edge.

Abstract: A method and a system for classifying one or more hyperlinks in a document are provided. The method includes identifying the one or more hyperlinks in the document based on an analysis of text strings of the document. The method further includes analyzing surrounding text strings around each of the one or more hyperlinks and classifying, based on the analysis of the surrounding text strings around each of the one or more hyperlinks, the one or more hyperlinks into at least one category among a plurality of predetermined categories.

Abstract: Various of the disclosed embodiments contemplate systems and methods for assessing structural complexity within an intra-surgical environment. For example, in some embodiments, surface characteristics from three-dimensional models of a patient interior, such as a colon, bronchial tube, esophagus, etc. may be used to infer the surface's level of complexity. Once determined, complexity may inform a number of downstream operations, such as assisting surgical operators to identify complex regions requiring more thorough review, the automated recognition of healthy or unhealthy tissue states, etc. While some embodiments apply to generally cylindrical internal structures, such as a colon or branching pulmonary pathways, etc., other embodiments may be used within other structures, such as inflated laparoscopic regions between organs, joints, etc. Various embodiments also consider graphical and feedback indicia for representing the complexity assessments.

Abstract: A method for etching a stack is described. The method includes etching a first nitrogen-containing layer of the stack by applying a non-metal gas and discontinuing the application of the non-metal gas upon determining that a first oxide layer is reached. The first oxide layer is under the first nitrogen-containing layer. The method further includes etching the first oxide layer by applying a metal-containing gas. The application of the metal-containing gas is discontinued upon determining that a second nitrogen-containing layer will be reached. The second nitrogen-containing layer is situated under the first oxide layer. The method includes etching the second nitrogen-containing layer by applying the non-metal gas.

Abstract: Computing platforms, methods, and storage media for providing multi-channel authentication are disclosed. Exemplary implementations may: receive, from a plurality of system access channels, authentication data related to a plurality of data transfers and to a plurality of users; consolidate the authentication data from the plurality of access channels to generate a set of consolidated authentication data; and generate a user interface, based on the set of consolidated authentication data, to enable execution of a centrally-provided authentication function at a selected system access channel for a selected user initiating a data transfer. An authentication hub according to an implementation may provide a common authentication experience and improved authentication for the plurality of access channels, which may include a telephone contact center, an in-person or branch location, and online services such as web-based or app-based.

Abstract: In an example, a system includes an oscillator circuit on a chip. The oscillator circuit includes a charging current generator including a current mirror, an amplifier, and an on-chip resistor, where the on-chip resistor is coupled to a pin on the chip. The oscillator circuit also includes oscillator circuitry coupled to the charging current generator, where the oscillator circuitry includes a comparator, a phase generator, a first capacitor coupled to a first resistor, and a second capacitor coupled to a second resistor. The system also includes an external resistor coupled to the pin, where the external resistor is external to the chip. The system includes an external capacitor coupled to the pin, where the external capacitor is external to the chip.

Abstract: A method for performing an etch process on a substrate includes applying a bias signal and a source signal to an electrode of a plasma processing system. The bias signal and the source signal are pulsed RF signals that together define a repeated pulsed RF cycle, wherein each pulsed RF cycle sequentially includes a first state, a second state, a third state, and a fourth state. The power level of the bias signal in the first state is greater than in the third state, which is greater than in the second state, which is greater than in the fourth state. The power level of the source signal in the first state is greater than in the third state, which is greater than in the second state, which is greater than in the fourth state.

Abstract: A vehicle (8) comprising a vehicle body (81), a ground-engaging wheel (7), a suspension arm (1) by means of which the wheel (7) is mounted on the vehicle body (81), an electric motor/generator (2) with a mechanical driveline by means of which the motor/generator (2) is connected to the wheel (7) such that rotation of the wheel (7) about a wheel axis (B) may be driven by the motor (2) or rotation of the wheel may drive the generator (2), wherein the motor/generator (2) is mounted on the suspension arm (1).