Abstract: A method of and system for identifying one or more outlier anomalies in a computer environment is carried out by collecting data from a computing environment, identifying a plurality of anomalies in the computing environment based in part on the collected data, grouping the plurality of anomalies into one or more clusters, and classifying each of the one or more clusters based on a plurality of dimensions. The method may also include assigning a weight to each dimension of the plurality of dimensions for each of the one or more clusters, aggregating the weights assigned to each dimension to calculate a score for each of the one or more clusters, and generating a ranking for each of the one or more clusters base in part on the calculated score. After the rankings are generated, one of the clusters may be identified as an outlier anomaly based on the rankings. The plurality of dimensions and the weights assigned to each dimension may be selected by employing machine-learning models.

Abstract: An electronic assembly includes a first printed circuit board (PCB), a second PCB, and a grounding shield. The first PCB includes a first plurality of electronic components and a first conductive layer. The second PCB includes a second plurality of electronic components and a second conductive layer. The grounding shield is electrically connected between the first conductive layer of the first PCB and the second conductive layer of the second PCB to electrically connect the first PCB and the second PCB. The first PCB and the second PCB are arranged in a stack such that the first conductive layer and the second conductive layer mutually shield at least one of the first plurality of electronic components and at least one of the second plurality of electronic components from electromagnetic interference.

Abstract: The described implementations relate to processing of an environment using a plurality of sub-volumes, and specifically to generating surface representations in the plurality of sub-volumes for individual processing. One example can identify planar fragments within the plurality of sub-volumes. The example can determine that various planar fragments constitute part of a contiguous planar surface and should be aggregated. The example can also output data representing the contiguous planar surface formed from the aggregated planar fragments.

Abstract: An augmented reality device includes a logic machine and a storage machine holding instructions executable by the logic machine to, for one or more real-world surfaces represented in a three-dimensional representation of a real-world environment of the augmented reality device, fit a virtual two-dimensional plane to the real-world surface. A request to place a virtual three-dimensional object on the real-world surface is received. For each of a plurality of candidate placement locations on the virtual two-dimensional plane, the candidate placement location is evaluated as a valid placement location or an invalid placement location for the virtual three-dimensional object. An invalidation mask is generated that defines the valid and invalid placement locations on the virtual two-dimensional plane.

Abstract: A computing device, including a processor configured to receive a training data set including a first plurality of log entries. Each log entry of the first plurality of log entries may be associated with a tag indicating whether the log entry includes sensitive data. The processor may be further configured to train a sensitivity classification neural network using the training data set. The processor may be further configured to apply the sensitivity classification neural network to a test data set including a second plurality of log entries to obtain a first classified test data set. The processor may be further configured to apply a rule-based data sensitivity classification algorithm to the test data set to obtain a second classified test data set. Based on the first classified test data set and the second classified test data set, the processor may be further configured to modify the sensitivity classification neural network.

Abstract: The systems and techniques disclosed here feature a device including an audio analyzer connected to microphone(s) monitoring a conversation between one or more individuals. The audio analyzer can identify auditory expressions from audio captured by the microphone, where the auditory expressions can include linguistic expressions and nonlinguistic expressions. The audio analyzer can analyze the linguistic expressions to identify a topic and a time period when the topic was discussed. A video analyzer can be connected to camera(s) monitoring the conversation. The video analyzer can identify non-auditory expressions by the individuals from video captured by the camera. A sentiment analyzer can analyze auditory expressions during the time period when the topic was discussed and non-auditory expressions during the time period when the topic was discussed to determine sentiments to the topic. A processor can analyze the determined sentiments to the topic to determine a group sentiment to the topic.

Abstract: Examples are disclosed that relate to culling of polygons for efficient rendering of a high-density polygon mesh using one or more compute shaders. Examples include monoscopic and stereoscopic rendering, foveated and non-foveated rendering, and selectively utilizing one or more computer shaders to rasterize very small triangles instead of using a regular rendering pipeline for increased performance.

Abstract: Examples are disclosed that relate to a resonant scanning mirror system comprising a mirror structure mounted to a frame via an adhesive. One example provides a resonant scanning mirror system comprising a frame defining a perimeter around a space, the frame including a mirror mounting portion having an opening. The mirror system also comprises a mirror structure spanning the space, the mirror structure having an oscillating mirror portion and a foot, the foot being attached to the mirror mounting portion with an adhesive and being positioned such that a location of the opening in the mirror mounting portion at least partially defines a location of an edge of a fillet of the adhesive where the adhesive meets the foot of the mirror structure.

Abstract: In a device including a processor and a memory in communication with the processor, the memory includes executable instructions that, when executed by the processor, cause the processor to control the device to perform functions of storing a first modality setting for configuring conferencing-related operations of the device; receiving, from a user via a user interface, a first user input indicating an intention to join a first conference; determining whether the first modality setting is relevant to the first conference based on an attribute of the first conference; and when it is determined that the first modality setting is relevant to the first conference, allowing the user to join the first conference using the first modality setting. The device thus allows the user to join the conference without needing to adjust a modality setting and worrying about how he or she would be seen or heard by other participants.

Abstract: A message content management system and method for automatic query generation and execution of related feedback. A reviewer of a message or reporting event can desire access to other reports that are similar in topic or content. The system is configured to automatically determine the terms that are most likely to be of relevance in identifying the overall topic of the original message. The system can then generate and execute a query directed to a database based at least in part on these relevant terms. The resulting related messages can be automatically displayed to the reviewer. This system can increase reviewer efficiency with respect to addressing and responding to incoming messages as well as allow the reviewer to more readily monitor software issues and bugs.

Abstract: A system and method for providing automated service-based malware remediation. When a computing device is attacked by malware such as ransomware, multiple manual steps are usually needed to fully remediate the device. Users are typically required to follow several steps to remove the ransomware, and potentially must engage in the challenging task of reimaging the impacted device as well as choosing a restore point for point-in-time recovery. The disclosed systems provide a mechanism by which a cloud-based service manages a fully automated remediation and file recovery process for the user.

Abstract: Users are most likely to search for documents “around” them, such as documents which are created, read, or modified by other users they work closely or collaborate with, documents on sites the user frequents, and/or documents trending around them, in addition to documents they've created or interacted with themselves. Therefore, embodiments are directed to relevance ranking of query results based on external context. A search service may receive a query and an external context list, determine a relevance value for each entry in the external context list, and perform the query, where a search index comprising items may be returned in response to performance of the query. The search service may then match entries in the external context list against associated properties of the items, compute a score for the items based on the matching, and rank results of the query based on the score computed for the items.

Abstract: Techniques for recording video from a bitstream are described. In at least some implementations, video data generated as part of a communication session is recorded. According to various implementations, techniques described herein enable portions of an encoded bitstream of video data to be directly recorded as encoded frames and without requiring re-encoding of decoded frames.

Abstract: The subject disclosure is directed towards active depth sensing based upon moving a projector or projector component to project a moving light pattern into a scene. Via the moving light pattern captured over a set of frames, e.g., by a stereo camera system, and estimating light intensity at sub-pixel locations in each stereo frame, higher resolution depth information at a sub-pixel level may be computed than is captured by the native camera resolution.

Abstract: A conference system is provided that includes a processor configured to provision a plurality of bridge telephone numbers having a plurality of different country codes, and receive a dial-out request for one of a plurality of attendees of a conference meeting for connecting to the conference meeting. The dial-out request includes a target telephone number associated with a communication device of the one of the plurality of attendees. The processor is further configured to select one of the provisioned plurality of bridge telephone numbers based on a result of a match between at least a country code of the selected bridge telephone number and the target telephone number, and cause dial-out to the target telephone number from the selected bridge telephone number.

Abstract: Aspects of the present disclosure include apparatus, method, and computer readable medium for identifying a first geometric position of a first point in space and one or more second geometric positions of one or more respective second points in space associated with placement of the first tool member and a second tool member of a measurement tool, generating a final dimension of a part of the real-world structure based on at least the one or more second geometric positions according to relative geometric relationship with respect to the first point, and displaying a virtual schematic diagram of the real-world structure having the final dimension.

Abstract: A method for rejecting an unintentional palm touch is disclosed. In at least some embodiments, a touch is detected by a touch-sensitive surface associated with a display. Characteristics of the touch may be used to generate a set of parameters related to the touch. In an embodiment, firmware is used to determine a reliability value for the touch. The reliability value and the location of the touch is provided to a software module. The software module uses the reliability value and an activity context to determine a confidence level of the touch. In an embodiment, the confidence level may include an evaluation of changes in the reliability value over time. If the confidence level for the touch is too low, it may be rejected.

Abstract: A method for interactive event broadcasting includes receiving a video stream depicting an interactive event. Data representing one or more interactive event controls is received, the interactive event controls being manipulable by a viewer of the interactive event to provide input to the interactive event. The video stream depicting the interactive event and the one or more interactive event controls are displayed as components of a user interface, the video stream and the interactive event controls having a first spatial relationship. Based on detecting a change in state of the interactive event, the first spatial relationship between the video stream and the one or more interactive event controls is changed to a second spatial relationship.

Abstract: A workflow development system is described herein that includes a graphical user interface (GUI) that is configured to selectively and dynamically allocate relatively more of a display area to a particular one of a plurality of different, simultaneously-displayed workflow step representations than is allocated to the other workflow step representation(s) to facilitate user interaction the particular workflow step representation. Such allocation may be carried out in response to user interaction with the particular workflow step representation or in response to a determination that a user is otherwise focused on the particular workflow step representation. In embodiments, the workflow step representations represent different workflow steps in a series of workflow steps. In further embodiments, the workflow step representations represent different workflow steps that may be performed depending upon the evaluation of a condition.

Abstract: Signals are transmitted from a plurality of regions of an electronic device. Location information is then received from an electronic pen in proximity to the electronic device. The location information is determined by the electronic pen and corresponds to a location of the electronic pen relative to the screen of the electronic device. The location information is determined using one or more of the transmitted signals received by the electronic pen. A display on the screen of the electronic device is controlled based at least in part on the received location information. A more efficient pen operating state is thereby provided that improves the user experience by more accurately and reliably determining the pen location in space.

Abstract: Object-oriented application languages often provide resources to applications for accessing objects stored in the volatile application memory region, and, separately, for packaging objects for persistent storage and network transport by serialization and deserialization involving a storage format. However, this design creates discrepancies between the application language and storage format, and depends on affirmative serialization and deserialization by the application. Presented herein are techniques for providing object access to objects involving persisting the objects as documents in a document store, where such persistence occurs automatically upon object creation and updating, and where such objects are stored in a language format integral to the application language (e.g., when a JavaScript application creates an object, the objects are automatically stored as documents of the document store in a JavaScript Object Notation (JSON) format).

Abstract: Aspects extend to methods, systems, and computer program products for allocating acceleration component functionality for supporting services. A service manager uses a finite number of acceleration components to accelerate services. Acceleration components can be allocated in a manner that balances load in a hardware acceleration plane, minimizes role switching, and adapts to demand changes. When role switching is appropriate, less extensive mechanisms (e.g., based on configuration data versus image files) can be used to switch roles to the extent possible.

Abstract: Disclosed in some examples are methods, systems and machine-readable mediums which allow for more secure authentication attempts by implementing authentication systems with credentials that include interspersed noise symbols in positions determined by the user. These systems secure against eavesdroppers such as shoulder-surfers or man-in-the middle attacks as it is difficult for an eavesdropper to separate the noise symbols from legitimate credential symbols.

Abstract: The modifying of a natural language interpretation model for interpreting natural language queries. The system discovers modifications that one or more queriers made to one or more original query results of one or more natural language queries to generate one or more modified query results. The system then uses the discoveries to identify one or more changes to a natural language interpretation model that would result (given the same natural language queries) in one or more query results that more accurately reflect the one or more modified query results. The system the causes the natural language interpretation model to be modified with at least one of the one or more identified changes. Accordingly, over time, the natural language interpretation model may learn from observations of its own performance.

Abstract: Various technologies pertaining to crowd sourcing data about an entity, such as a business, are described. Additionally, technologies pertaining to inferring metadata about the entity based upon crowd sourced data are described. A sensor in a mobile computing device is activated responsive to a user of the mobile computing device checking in at an entity. Metadata, such as occupancy at the entity, noise at the entity, and the like is inferred using the data captured by the sensor. A search result for the entity includes the metadata.

Abstract: Generally discussed herein are devices, systems, and methods for encoding input-output examples. A method of generating a program using an encoding of input-output examples, may include processing an input example of the input-output examples, using a first long short term memory (LSTM) neural network, one character at a time to produce an input feature vector, processing an output example associated with the input example in the input-output examples, using the LSTM neural network, one character at a time to produce an output feature vector, determining (a) a cross-correlation between the input feature vector and the output feature vector or (b) previously computed feature vectors for a different input-output example that are sufficiently close to the input feature vector and the output feature vector, respectively, and using the determined cross-correlation or previously computed vector, generating a program consistent with the input example and the output example.

Abstract: A three-dimensional model can be presented in a two-dimensional digital canvas on a computer display. User input directed at the three-dimensional model in the two-dimensional canvas can be received. The three-dimensional model can be manipulated in response to the user input. A two-dimensional view of the three-dimensional model can be displayed. Corresponding data structures for the model, the canvas, and the two-dimensional objects in the data structure can be maintained and updated. One or more additional techniques can also be utilized in a computer system, such as continuous user-controlled model rotation in a two-dimensional canvas; viewport autofit and non-autofit modes; rotating the model around a camera look-at point; ghosting outside the viewport; normalizing modeling units and values; preset buttons with on-button previews; user-defined view presets; and/or two-dimensional image substitution.

Abstract: A device, method and computer program product for creating viewable content on an interactive display is provided. The method includes providing a user interface on a device for creating viewable content from a collection comprising at least one multimedia content. The method includes causing the user interface, by a processor, to present an interactive display to the user. The method includes presenting the collection on the interactive display. Further, the method includes receiving one or more gesture inputs by the user on the collection, wherein each gesture input indicates at least one of a desired effect to be performed and a region to be displayed on a viewport of the device. Furthermore, the method includes creating a viewable content from the at least one multimedia content of the collection based on the one or more gesture inputs.

Abstract: A distributed storage system includes multiple partitions. A block received for storage is striped across the partitions if it meets predetermined criteria. Multiple tables are maintained for indexing the blocks and the subblocks of blocks that are partitioned. The tables for the subblocks and the tables for the corresponding blocks of the subblocks are updated to include metadata for the subblocks for retrieving the subblocks in response to a request for a corresponding stored block.

Abstract: An electronic device includes a cover glass having a display surface, a pixelated photoemitting element array, and a pixelated photodetecting element array. The pixelated photoemitting element array emits a light signal through the cover glass to the display surface. The pixelated photodetecting element array is positioned relative to the pixelated photoemitting element array and the cover glass to receive a reflected light signal. The reflected light signal includes a portion of the emitted light signal reflected by total internal reflection from a refractive boundary at the display surface. Operation of each pixel is switched between the one or more photodetecting elements and the one or more photoemitting elements by the pixel selector signal component received from the pixel selector signal bus. A sensing trigger is configured to trigger the imaging scan by the pixelated photoemitting element array and the pixelated photodetecting element array, responsive to detection of an initiating action.

Abstract: Techniques for time-correlated ink are described. According to various embodiments, ink input is correlated to content. For instance, ink input received during playback of a video is timestamped. According to various embodiments, ink input displayed over content is removed after input ceases. Further, ink input is displayed during playback of the portion of content to which the ink input is time correlated.

Abstract: This disclosure describes how to identify objects in an augmented reality environment. More specifically, the various systems and methods described herein describe how an augmented reality device can recognize objects within a real world environment, determine where the object is located, and also identify the various surfaces of the object in real time or substantially real time.

Abstract: Access and management of a user's content may be facilitated by, in response to receiving a request for content related to a specified entity from the repository associated with at least the user's account, identifying, in a content of a file in the repository, an entity container of at least one entity container associated with the specified entity; and communicating the entity container that is associated with the specific entity to a source of the request.

Abstract: Tools and techniques are described for linking visual properties of charts to cells within tables. Methods provided by these tools enable users to select visual properties that are associated with graphical displays of chart data, and to link these visual properties to respective cells within the tables. User interfaces provided by these tools may provide representations of visual properties associated with the graphical displays of chart data, with these representations of the visual properties being responsive to user input to link the cells in the tables to the visual properties. These user interfaces may also include representations of the cells that are associated with the representations of the visual properties.

Abstract: Methods, systems, and programs provide for executing distributed transactions in a cloud storage system with a hierarchical namespace. One method includes receiving a request with operations to be executed atomically. Further, nodes are identified for executing the operations, each node having a respective clock and having at least part of a transactions table for controlling updates to entities. Each clock is one of a loosely-synchronized, a strictly-synchronized clock, a logical, or a physical clock. Additionally, the nodes process the operations, which includes setting a commit timestamp (CS) to a value of the clock in the node if the node is a first node in the processing. One node coordinates the transactions, and may be one of the nodes executing transactions. If the clock in the node is less than a current value of the CS, the node waits for the clock to reach the current value of the CS and the CS is updated.

Abstract: A method includes obtaining a query containing at least one field from which data is being queried, obtaining a dataset having a schema-free data exchange format having multiple fields of data at different physical positions in the dataset, and parsing the dataset by obtaining a structural index that maps logical locations of fields to physical locations of the fields of the dataset, accessing the structural index with logical locations of the fields that index to the physical locations, and providing data from the fields based on the physical locations responsive to the query.

Abstract: Workloads are often performed by a server set according to a service level agreement, and are often provisioned and load-balanced by dedicating selected computational resources (e.g., servers and bandwidth) for application to the workload. However, resource-based provisioning may not accurately reflect the computational resource expenditure of the workload, leading to overprovisioning or underprovisioning of servers for the workload. Instead, the workload may be evaluated according to a service unit as a measurement of a volume of computational resources consumed by a workload unit, including performance dimensions specified in the service level agreement. The service level agreement may indicate a service unit rate for the workload. The workload may therefore be allocated to a subset of servers in portions according to a service unit rate, where the sum of the service unit rates for the portions allocated to the servers satisfies the service unit rate specified in the service level agreement.

Abstract: Techniques for identification of a trigger-type leader in a social network are described. According to various embodiments, a specific content item posted by a particular actor of a plurality of actors and interactions by other actors of the plurality of actors with the specific content item are identified. A leadership score associated with the particular actor is then calculated, the leadership score indicating a propensity of the particular actor to stimulate discussion among actors of the online social network service. The particular actor is then classified as an information trigger among the plurality of actors of the online social network service, based on the calculated leadership score.

Abstract: A method comprising: accessing a record of past emails or IM messages between a first user and other users; receiving a search query from the first user; from amongst a set of entities, identifying a subset as preferred entities of the first user; causing a graphical user interface to selectively display a list of the preferred entities; in response to the receipt of the received search query, automatically causing the graphical user interface to display, simultaneously in association with each respective one of the preferred entities in the list, a separate respective numerical count of search results found for the respective entity based on the received search query; and based on the first user selecting one of the entities from the list, causing the graphical user interface to display to the first user a filtered-down list formed from some or all of the search results for the selected entity.

Abstract: A set of user interfaces is provided to an administrator of a website. The user interfaces enable the administrator to configure search functionality of the website to present different types of search results differently. For instance, the administrator can use the user interfaces to configure the search functionality to present different properties for search results belonging to different result types.

Abstract: Systems and methods may be used to provide transcription and translation services. A method may include initializing a plurality of user devices with respective language output selections in a translation group by receiving a shared identifier from the plurality of user devices and transcribing the audio stream to transcribed text. The method may include translating the transcribed text to one or more of the respective language output selections when an original language of the transcribed text differs from the one or more of the respective language output selections. The method may include sending, a user device in the translation group, the transcribed text including translated text in a language corresponding to the respective language output selection for the user device. In an example, the method may include customizing the transcription or the translation, such as to a particular topic, location, user, or the like.

Abstract: A system includes a processor and a computer-readable medium storing instructions for execution. The instructions include generating a cryptographic pair of user public and private keys for a user. The instructions include registering an identity of the user with an identity provider, transmitting the user public key, and receiving a user certificate from the identity provider. The instructions include signing a trust certificate for a web server, including an address and a public key of the web server, with the user private key. The instructions include, in response to an access request from the user specifying a second web server: obtaining a second trust certificate from the second web server; and establishing a connection with the second web server in response to successful verification of a signature of the second trust certificate using a public key corresponding to a trusted contact of the user.

Abstract: Described herein are technologies pertaining to presenting a map to a user that comprises graphical icons that are representative of retail stores. The user has provided a shopping list, wherein the shopping list includes a plurality of products that are desirably purchased by the user. Inventories of retail stores in a geographic region of interest to the user are searched, and a map is generated that includes graphical icons representative of the retail stores, data that indicates that product(s) in the shopping list are available at the retail stores, and price data that indicates prices of product(s) in the shopping list at the respective retail stores.

Abstract: Methods for disambiguation and tracking of two or more wireless hand-held controllers with passive optical and inertial tracking within a system having a head mounted virtual or augmented reality display device having a forward facing optical sensor having a field of view, and wherein the display device interfaces with wireless hand-held inertial controllers for providing user input to the display device, with each controller two passive optically reflective markers, one marker being position at or adjacent each end of the controller and being separated by a known distance, and each controller also including an onboard inertial measurement unit for providing inertial data corresponding to its orientation.

Abstract: Aspects of the technology described herein provide an efficient user interface that enables users to respond to tasks quickly by providing automated quick task notifications via an audio channel. An audio channel quick task system includes components for recognizing and extracting quick tasks from content (e.g., interpersonal communications, composed content, line of business (LOB) application documents), and for prioritizing and routing the quick tasks to the user via an audio channel at an appropriate and relevant time. The system is enabled to process a user response, determine an action for handling the quick task, and execute the action on behalf of the user (e.g., pass a reply to a requestor, pass an instruction to an application or service, queue the quick task notification, delegate the quick task to another user or bot, forward the quick task to a companion device, or launch an application on a companion device).

Abstract: A computing system is configured to train an object classifier. Monocular image data and ground-truth data are received for a scene. Geometric context is determined including a three-dimensional camera position relative to a fixed plane. Regions of interest (RoI) and a set of potential occluders are identified within the image data. For each potential occluder, an occlusion zone is projected onto the fixed plane in three-dimensions. A set of occluded RoIs on the fixed plane are generated for each occlusion zone. Each occluded RoI is projected back to the image data in two-dimensions. The classifier is trained by minimizing a loss function generated by inputting information regarding the RoIs and the occluded RoIs into the classifier, and by minimizing location errors of each RoI and each occluded RoI of the set on the fixed plane based on the ground-truth data. The trained classifier is then output for object detection.

Abstract: A computing device sends a request for an attestation certificate to an attestation service along with information regarding the hardware and/or software of the device. The attestation service processes the request and verifies the information received from the device. After verifying the information, the attestation service selects a public/private key pair from a collection of reusable public/private key pairs and generates an attestation certificate for the device and public key of the public/private key pair. This attestation certificate is digitally signed by the attestation service and returned to the device. The private key of the selected public/private key pair is also encrypted to a trusted secure component of the device, ensuring that the key cannot be stolen by malware and re-used on another device, and is returned to the device. The device uses this attestation certificate to access relying parties, and optionally generates additional public/private key pairs and attestation certificates.

Abstract: Various methods and systems are provided for autonomous management for a managed service identity. A first token request, for a secret, is generated at a managed service. The secret supports authenticating the managed service for performing operations in a distributed computing environment. The first token request includes an identity identifier of the managed service. The first token request is communicated to a credentials manager which is associated with a secrets management service (“SMS”) that can be utilized to store, renew and distribute secrets in the distributed computing environment. Based on communicating the first token request to credentials manager, the token is received, via the credentials manager, from the secret token service. The token is received based in part on the credentials manager generating a second token request for the token and communicating the second token request and a secret associated with the managed service to the secret token service.

Abstract: Computing devices and methods for associating a semantic identifier with an object are disclosed. In one example, a three-dimensional model of an environment comprising the object is generated. Image data of the environment is sent to a user computing device for display by the user computing device. User input comprising position data of the object and the semantic identifier is received. The position data is mapped to a three-dimensional location in the three-dimensional model at which the object is located. Based at least on mapping the position data to the three-dimensional location of the object, the semantic identifier is associated with the object.

Abstract: Techniques and technologies for using an intelligent meeting classifier to assess and enhance a work-related productivity are described. In at least some embodiments, a system includes a processing component operatively coupled to a memory; a productivity analyzer configured to perform operations including classifying one or more calendar events based at least partially on calendar data associated with one or more users; assessing one or more productivity metrics based at least partially on one or more calendar event classifications; determining one or more situation-enhancing operations based on the assessed one or more productivity metrics; and performing the one or more situation-enhancing operations.