Abstract: Methods, systems, and non-transitory computer readable storage media are disclosed for analyzing feature impact of a machine-learning model using prototypes across analytical spaces. For example, the disclosed system can identify features of data points used to generate outputs via a machine-learning model and then map the features to a feature space and the outputs to a label space. The disclosed system can then utilize an iterative process to determine prototypes from the data points based on distances between the data points in the feature space and the label space. Furthermore, the disclosed system can then use the prototypes to determine the impact of the features within the machine-learning model based on locally sensitive directions; region variability; or mean, range, and variance of features of the prototypes.

Abstract: Recovery support techniques for storage virtualization environments are described. In one embodiment, for example, a method may be performed that comprises defining, by processing circuitry, a storage container comprising one or more logical storage volumes of a logical storage array of a storage system, associating the storage container with a virtual volume (vvol) datastore, identifying metadata for a vvol of the vvol datastore, and writing the metadata for the vvol to the storage system. Other embodiments are described and claimed.

Abstract: A method, article of manufacture, and apparatus for managing data. In some embodiments, this includes determining a usage level of a file, wherein the file is stored in a first storage system, moving the file to a second storage system based on the determined usage level of the file updating location information in a catalog based on the movement of the file, and performing at least a portion of a query on the file after updating location information in the catalog.

Abstract: The present disclosure relates generally to threat detection, and more particularly, to techniques for managing user access to resources in an enterprise environment. Some aspects are directed to the concept of managing access to a target resource based on a threat perception of a user that is calculated using a rule or policy based risk for the user and a behavior based risk for the user. Other aspects are directed to preventing insider attacks in a system based on a threat perception for each user logged into the system that is calculated using a rule or policy based risk for each user and a behavior based risk for each user. Yet other aspects are directed to providing a consolidated view of users, applications being accessed by users, and the threat perception, if any, generated for each of the users.

Abstract: Techniques for automatically suggesting one or more employment positions are provided. A method may include receiving, by a computing device, candidate data relating to an employment position candidate. The computing device may then match the employment position candidate with one or more employment positions based on the received candidate data. Once the employment position candidate is matched with the one or more employment positions, the computing device may generate one or more suggested employment positions for the employment position candidate, wherein the one or more suggested employment positions are automatically generated based on the matching of the employment position candidate with the one or more employment positions.

Abstract: Systems and methods are disclosed for error recovery in a digital data channel. In an error recovery approach when the hardware fails to recover a sector, the sample for that sector can be saved along with a metric measure that indicates the quality of the sample. This process can begin from a first on-the-fly receiving and decoding of data. During each step of error recovery, a retry attempt may either use samples obtained during a new decoding attempt or may use a sample, or a combination of samples, having the best metric from an earlier attempt, or a combination of earlier attempts, to perform the recovery during a current retry recovery attempt.

Abstract: A system and method includes establishing a trusted relationship between a first user using a first user device to access a collaboration platform and a second user using a second user device to access the collaboration platform. The method includes receiving, by the collaboration platform, a request from the first user device to establish the trusted relationship with the second user of the collaboration platform. The method also includes transmitting a first authentication code to the first user device responsive to the request. The method includes receiving a second authentication code from the second user device. The method further includes authenticating the second user to establish the trusted relationship between the first user and the second user of the collaboration platform responsive to determining the second authentication code received from the second user device matches the first authentication code transmitted to the first user device.

Abstract: Provided is an integrated circuit including at least one cell, the at least one cell includes first and second active regions spaced apart from each other, a dummy region disposed between the first and second active regions, at least one first active fin disposed in the first active region and extending in a first direction, at least one second active fin extending along the first direction over the entire length of the second active region, and an active gate line extending in a second direction that is substantially perpendicular to the first direction, wherein the active gate line vertically overlaps the first active region and the dummy region and does not vertically overlap the second active region.

Abstract: Systems, apparatuses and methods may provide for technology that identifies, at an image post-processor, unresolved surface data and identifies, at the image post-processor, control data associated with the unresolved surface data. Additionally, the technology may resolve, at the image post-processor, the unresolved surface data and the control data into a final image.

Abstract: Systems, devices, and methods for organizational context-based operations of a mobile device are described herein. One device includes instructions stored thereon executable by a processor to determine location information corresponding to a mobile device in a facility associated with an organization, determine a particular area of the facility in which the mobile device is located based on the location information, determine an organizational context while the device is in the particular area, and cause a change of an operation of the mobile device based on the context.

Abstract: A device receives a time-based restriction for usage by a first user with respect to an application, a website or a device-level function. The device receives encrypted data indicating a usage by the first user on a second device with respect to the application, website or device-level function. The device determines that at least one of the usage by the first user on the second device or a usage by the first user on the device with respect to the application, website or device-level function violates the time-based restriction. The device provides, in response to the determining, a notification that the time-based restriction has been violated by the first user.

Abstract: A driver circuit for a three-dimensional (3D) memory device has a field management structure electrically coupled to a gate conductor. The field management structure causes an electric field peak in a vertical channel of the 3D memory device when a voltage differential exists between the source conductor and the drain conductor and the gate conductor is not biased. The electrical field peak can adjust the electrical response of the driver circuit, enabling the circuit to have a higher breakdown threshold voltage and improved drive current. Thus, the driver circuit can enable a scalable vertical string driver that is above the memory array instead of under the memory array circuitry.

Abstract: A method of managing an interaction of a student with a class about a subject, the subject having at least one lesson having at least one topic, the topic having at least one of exposition content, demonstration content and test content, the test content having a query and a scheme for mapping a response to a result, comprising: presenting content to the student and storing the interaction of the student with the content presented.

Abstract: A stand-alone, network accessible data storage device, such as a filer or NAS device, is capable of transferring data objects based on portions of the data objects. The device transfers portions of files, folders, and other data objects from a data store within the device to external secondary storage based on certain criteria, such as time-based criteria, age-based criteria, and so on. A portion may be one or more blocks of a data object, or one or more chunks of a data object, or other segments that combine to form or store a data object. For example, the device identifies one or more blocks of a data object that satisfy a certain criteria, and migrates the identified blocks to external storage, thereby freeing up storage space within the device. The device may determine that a certain number of blocks of a file have not been modified or called by a file system in a certain time period, and migrate these blocks to secondary storage.

Abstract: Some embodiments include an integrated assembly having an active-region-pillar extending upwardly from a base. The active-region-pillar includes a digit-line-contact-region between a first storage-element-contact-region and a second storage-element-contact-region. A threshold-voltage-inducing-structure is adjacent a lower portion of the active-region-pillar. A first channel region includes a first portion of the active-region-pillar between the digit-line-contact-region and the first storage-element-contact-region. A second channel region includes a second portion of the active-region-pillar between the digit-line-contact-region and the second storage-element-contact-region. A first wordline is adjacent the first portion of the active-region-pillar. A second wordline is adjacent the second portion of the active-region-pillar. A digit-line is coupled with the digit-line-contact-region. First and second storage-elements are coupled with the first and second storage-element-contact-regions.

Abstract: Systems and methods including one or more processors and one or more non-transitory storage devices storing computing instructions configured to run on the one or more processors and perform: receiving a plurality of website orders on a website of an online retailer for delivery of a plurality of products; determining at least one fleet delivery route for delivery of the plurality of products of the plurality of website orders to a plurality of locations using a vehicle fleet of the online retailer; dynamically shuffling the at least one fleet delivery route, wherein dynamically shuffling the at least one fleet delivery route comprises: selecting a source route from the at least one fleet delivery route; selecting a first order of the plurality of web site orders from the source route, the first order scheduled to be delivered to a first location of the plurality of locations; selecting a destination route from (1) the at least one fleet delivery route and (2) one or more third-party delivery routes; evaluati

Abstract: Natural fiber composite construction materials including boards, siding, railroad ties, standing seam roofing panels, roofing panels that support solar-electric modules, and roofing panels that support vegetation are provided. In various embodiments, composite construction materials comprise about 50-60% kenaf fiber.

Abstract: According to certain aspects, a method can include receiving an indication that a restoration of a deduplication database using a secondary copy of a file associated with a secondary copy job is complete; retrieving a first data fingerprint from a data storage database, wherein the first data fingerprint is associated with the secondary copy job used to restore the deduplication database; retrieving a second data fingerprint from a deduplication database media agent, wherein the second data fingerprint is associated with the secondary copy job used to restore the deduplication database; comparing the first data fingerprint with the second data fingerprint to determine whether the first data fingerprint and the second data fingerprint match; and transmitting an instruction to the deduplication database media agent to rebuild the restored deduplication database in response to a determination that the first data fingerprint and the second data fingerprint do not match.

Abstract: A unified cell differentiation protocol for obtaining photoreceptor cells, retinal pigment epithelium, and 3D retinal organoid from pluripotent stem cells is described. Also described are photoreceptor cells, retinal pigmented epithelium, and 3D retinal organoid obtained from pluripotent stem cells. Also described are a pharmaceutical composition and a medicament containing the photoreceptor cells, retinal pigment epithelium, and 3D retinal organoid as described.

Abstract: A vehicle includes a chassis, a first tractive assembly coupled to the chassis, a second tractive assembly coupled to the chassis, and a controller. The first tractive assembly includes a first tractive element and a first actuator coupled to the first tractive element and configured to move the first tractive element relative to the chassis. The second tractive assembly includes a second tractive element and a second actuator coupled to the second tractive element and configured to move the second tractive element relative to the chassis. The controller is operatively coupled to the first actuator and the second actuator and configured to control at least one of the first actuator and the second actuator to raise the second tractive element with respect to the first tractive element in response to an indication that the second tractive element is disabled.