Abstract: An approach is provided for linearizing a network of features for machine learning tasks. The approach involves, for instance, receiving a graph representation of a network of a plurality of features. For example, a plurality of vertices of the graph representation, an edge connecting two vertices of the plurality of vertices, or a combination thereof respectively represents the plurality of features. The approach also involves determining a linear order of the plurality of features based on a selected criterion. The approach further involves generating a vector representation of the plurality of features based on the linear order. The approach further involves using the vector representation as an input, an output, or a combination thereof of a machine learning model.

Abstract: A system for remote editing of a file includes a database including a plurality of source media content files and a content host configured to generate a first proxy for at least a portion of a first one of the source media content files, the first proxy including data sufficient to enable a remote user device to identify a portion of content of the first source media content file to be included in a generated clip, the content host configured to receive from the remote user device a request to create the generated clip from the first source media content file, the request indicating parameters defining, based on the data in the first proxy, the portion of the first source media content file to be included in the generated clip, the content host configured to create the generated clip based on the parameters indicated in the request.

Abstract: Glass-based articles having sections of different thicknesses where a maximum central tension in a thinner section is less than that of a thicker section. The articles comprise an alkali metal oxide having a independent nonzero concentrations that vary along at least a portion of the thickness of each section. Consumer electronic products may comprise the glass-based articles having sections of different thicknesses.

Abstract: An employee net promoter score (eNPS) adjustment system and method adjusts an employee net promoter score (eNPS) using a predictive model. The predictive model identifies key eNPS driver variables and adjusts a programmatically generated quantification of employee engagement and/or sentiment toward an employer based upon received data representing the key eNPS driver variables.

Abstract: An optical module includes a housing with a first end and a handle extending from the second end. A temperature indicator on the handle is thermally coupled to the housing to improve correlation with an optical module surface temperature. The temperature indicator provides an indication that the optical module surface temperature of the housing exceeds a predefined temperature limit.

Abstract: Some embodiments include an integrated assembly having a semiconductor die with memory array regions and one or more regions peripheral to the memory array regions. A stack of alternating insulative and conductive levels extends across the memory array regions and passes into at least one of the peripheral regions. The stack generates bending stresses on the die. At least one stress-moderating region extends through the stack and is configured to alleviate the bending stresses.

Abstract: Techniques related to managing data communications between devices are described. In an example, a computer system receives, from a first device, a request to transfer a communications session with the first device and a second device. The computer system determines contextual data associated with the communications session. Using at least the contextual data, the computer system determines the communications session is permitted to be transferred from the first device to a third device based. The computer system causes a transferred communications session to be established with the third device and the second device.

Abstract: A method described herein involves various operations directed toward network security. The operations include accessing transaction data describing network traffic associated with a web server during an interval. Based on a count of new transactions involving an online entity during the interval according to the transaction data, a short-term trend is determined for the online entity. The operations further include applying exponential smoothing to a history of transactions of the online entity to compute a long-term trend for the online entity. Based on a comparison between the short-term trend and the long-term trend for the online entity, an anomaly is detected with respect to the online entity in the network traffic associated with the web server. Responsive to detecting the anomaly, an access control is implemented between the online entity and the web server.

Abstract: Features are disclosed for detecting words in audio using contextual information in addition to automatic speech recognition results. A detection model can be generated and used to determine whether a particular word, such as a keyword or “wake word,” has been uttered. The detection model can operate on features derived from an audio signal, contextual information associated with generation of the audio signal, and the like. In some embodiments, the detection model can be customized for particular users or groups of users based usage patterns associated with the users.

Abstract: A programmed computer-implemented method allows enterprises to pay transactions using a virtual credit card at the time of an approved purchase order. The approach maintains corporate controls relating to requisitions and purchase orders, eliminates the need for electronic invoicing, and automates the accounting and reconciliation of virtual credit card charges. For example, a particular line item in a card statement, representing a particular charge event, is automatically reconciled to the correct purchase order. For another example, each charge represented in a card statement can be associated with the supplier that is identified in a corresponding PO. Therefore, a computer graphical user interface (GUI) can show vendor identification at any time, whereas most buyers are not able to see the true vendor in spend data on a credit card charge, as the vendor is typically just represented as the issuing bank.

Abstract: Systems and processes for application integration with a digital assistant are provided. In accordance with one example, a method includes receiving an audio input including a natural-language user input and identifying an intent object of a set of intent objects. The intent object may be derived from the natural-language user input. The method further includes identifying a software application associated with the intent object of the set of intent objects, providing the intent object to the software application to cause the software application to perform a task associated with the intent object, receiving a result response indicating whether the task was successfully performed, and providing an output indicating whether the task was performed.

Abstract: A glass-based article includes a first major surface and a first compressive stress region extending to a first depth of compression from the first major surface. The glass-based article includes a second major surface including a first surface portion and one or more edge surface portions recessed from the first surface portion. The glass-based article includes a second compressive stress region extending to a second depth of compression from the first surface portion. Additionally, methods of manufacturing a glass-based article are disclosed.

Abstract: A light engine including polarization splitting lens unit comprises an illumination subsystem to create an entrance pupil and a polarization splitting lens unit including an angled polarized beam splitter (PBS) and including an entry face, a double pass face, and an exit face, the polarization splitting lens unit positioned in proximity to the illumination subsystem. The light engine further comprising imaging and illumination optics receiving the light from the polarization splitting lens unit, and a display element modulating the light received from the imaging and illumination optics, and reflecting the light back through the imaging and illumination optics. Wherein the polarization splitting lens unit receives the modulated light from the imaging and illumination optics, and outputs the modulated light through the exit face forming an exit pupil.

Abstract: A method of predicting a data point from a predictor, wherein the predictor comprises a trained machine which has been trained based on a training dataset comprising at least one labelled data point; wherein the method comprises: assigning a first function to the at least one labelled data point and a second function to the data point; determining a level of similarity based on a comparison of the first function and the second function; determining a similarity information between the at least one labelled data point and the data point; assigning a first weight to a prediction from the trained machine for the data point, and a second weight to the similarity information; determining an adjustment to the first and/or the second weight as a function of the level of similarity; and determining a prediction for the data point, wherein the prediction is based on combining the prediction from the trained machine with the adjusted first weight and the similarity information with the adjusted second weight.

Abstract: A method and a system for identifying suitable participants for a proposed transaction is provided. The method includes receiving transaction-specific information that relates to a proposed transaction; determining a search term based on the transaction-specific information; retrieving, from a memory, participant-specific information that relates to at least one prospective participant with respect to the proposed transaction; applying, to the participant-specific information, a search algorithm that uses the determined search term; and using a result of the applying of the search algorithm to determine whether to offer an opportunity to participate in the proposed transaction to each of the at least one prospective participant. The search algorithm is initially applied to a first list of prospective participants, and when a number of prospective participants to which an opportunity is offered is less than a threshold number, then the search algorithm is applied to a broader list of prospective participants.

Abstract: A method performed by first User Equipment (UE) for applying policy enforcement for data traffic in an UL data session is provided. The UL data session is from the first UE to a data network via a Radio Access Network (RAN) a Core Network (CN) and a first Network Slice (NS) in a radio communications network. The UE obtains first information from a CN node in the CN. Upon establishing the UL data session, the UE measures data traffic performance and radio conditions in the RAN. The UE predicts available resources for transmitting data from the first UE towards the data network via the RAN, the CN, and the first NS. The prediction is based on the obtained first information, the measured data traffic performance and radio conditions in the RAN. The UE then applies policy enforcement for the data traffic in the UL data session based on the prediction.

Abstract: Waste chute devices and methods for using the same are provided. In some embodiments, a method for operating waste chutes comprises: receiving, using a hardware processor of a waste chute device, an identity associated with a user of the waste chute device; in response to receiving the identity associated with the user, allowing, using the hardware processor, a door of the waste chute device to be opened; determining, using the hardware processor, a number of items and at least one type associated with the items that have been placed in an opening of the waste chute device; determining, using the hardware processor, that the door of the waste chute device has been closed; updating, using the hardware processor, information associated with the user based on the number of items and the at least one type of items that have been placed in the opening of the waste chute device; and providing, using the hardware processor, the user with the updated information.

Abstract: Systems and methods for monitoring chain health of a chain having multiple links in a closed loop, as the chain cycles. The system includes: a camera statically positioned with respect to the chain, the camera configured to generate a frame to include a link from among the multiple links; and a controller module operationally coupled to the camera and programmed to repeat the steps of: receiving the frame; converting the frame to a black and white frame with a high-contrast; identifying a link type of the link in the black and white frame based on referencing a plurality of predefined skyline templates; and, storing the link with the link type and a respective temporal marker in a cache, storing a sequence. The system continues until discovering that the chain has cycled back to the starting link, identifies a type of chain for the chain, and fingerprints the chain.

Abstract: Systems and methods are provided for temporarily granting access to a digital gateway. One example method includes receiving a request for temporary access to the digital gateway. A temporary access token is generated at a server. The temporary access token is assigned to a user. Access to the digital gateway is granted via the temporary access token. The temporary access token is automatically expired after a pre-set period. Access to the digital gateway is revoked once the temporary access token has expired.

Abstract: Methods and apparatuses are disclosed for performing fast beam tracking in a wireless communication environment. A UE signals to a gNB its capabilities for intra-symbol beam sweeping. Depending on configuration, the UE can either assume that the intra-symbol beam sweeping configuration will be implemented, or will await a response from the gNB before implementing intra-symbol beam sweeping. Although this is generally carried out during initial access between the UE and the gNB, the beam sweeping configuration can be dynamically updated by either the UE or the gNB during established communication. For example, the UE can signal a desired change via its MAC CE, and the gNB can signal its change to the UE via DCI.