Abstract: Implementations are related to observing user interactions in association with searching for various files, and modifying a model and/or index based on such observations in order to improve the search process. In some implementations, a reinforcement learning model is utilized to adapt one or more search actions of the search process. Such search action(s) can include, for example, updating an index, reweighting terms in an index, modifying a search query, and/or modifying one or more ranking signal(s) utilized in raking search results. A policy of the reinforcement learning model can be utilized to generate action parameters that dictate performance of search action(s) for a search query, dependent on an observed state that is based on the search query. The policy can be iteratively updated in view of a reward function, and observed user interactions across multiple search sessions, to generate a learned policy that reduces duration of search sessions.

Abstract: In accordance with one embodiment of the present disclosure, a method for determining the similarity between a first data set and a second data set is provided. The method includes performing an entropy analysis on the first and second data sets to produce a first entropy result, wherein the first data set comprises data representative of a first one or more computer files of known content and the second data set comprises data representative of a one or more computer files of unknown content; analyzing the first entropy result; and if the first entropy result is within a predetermined threshold, identifying the second data set as substantially related to the first data set.

Abstract: A compressed netting sleeve for in situ formation of a compost filter sock comprises a sleeve of netting material having a pair of opposed open ends, wherein the sleeve of netting material is bunched primarily along a longitudinal axis, whereby each of the open ends of the netting material remains accessible to form a compression bundle netting material; and a protective sleeve extending through the open ends of the sleeve of netting material to extend through the interior of the sleeve of netting material and around the exterior of the sleeve of netting material thereby surrounding the compression bundle netting material with the protective sleeve.

Abstract: A host device configures a first plurality of block devices each corresponding to a path between the host device and a control device of a storage system. The host device submits an inquiry to the storage system using a given block device of the first plurality of block devices. The host device receives from the storage system an indication that the given block device corresponds to a data logical volume that has been provisioned for use by the host device and issues a command to remove the first plurality of block devices based at least in part on receiving the indication. The host device performs a scan of the plurality of paths and configures, based at least in part on the scan, a second plurality of block devices each corresponding to a path of the plurality of paths between the host device and the data logical volume.

Abstract: In order to facilitate automatic roll-forward updates, embodiments include detecting a failure in a software package. In response to the failure, data indicative of a current version of a software package is extracted from a release directory. In response to the application data, a base repository with a version history of the application is cloned. In response to the cloning, a prior set of changes from the base repository in the temporary directory, where the prior set of changes form an old application version of the application, is imported. In response to the import of the prior set of changes, the current version is overwritten with the prior set of changes to generate a new version. The new version is pushed directly to the base repository and a deployment API causes the new version to replace the current version.

Abstract: A variety of active cover plate configurations with prongs configured to contact side screw terminals of electrical receptacles are described. In one illustrative embodiment, an active cover plate includes a multi-gang face plate configured to be installed over a multi-gang light switch installation, the multi-gang faceplate including at least two apertures sized to accept a manually manipulatable element of switches in the multi-gang light switch installation. Prongs extend rearward from the multi-gang faceplate around at least one of the apertures.

Abstract: Disclosed herein are a composition and one-step method of strengthening glass without heat or chemical processing of the glass itself, while also modifying the surface for improved surface properties. The multifunctional composition is a liquid that can be applied at room temperature and pressure as a topical coating on glass as well as other brittle materials.

Abstract: A method includes detecting, based on sensor data from a sensor on a mobile device, an environmental brightness measurement, where the mobile device comprises a display screen configured to adjust display brightness based on environmental brightness. The method further includes determining, based on image data from a camera on the mobile device, an extent to which the detected environmental brightness measurement is caused by reflected light from the display screen. The method additionally includes setting a rate of exposure change for the camera based on the determined extent to which the detected environmental brightness measurement is caused by reflected light from the display screen.

Abstract: A topical mosquito control product includes active and inert ingredients. The active ingredients include natural materials and may include soybean oil, citronella oil, peppermint oil, thyme oil, cinnamon oil and cedar wood oil. The inert ingredients include natural materials and may include shea, anise oil, basil oil, bee's wax, isopropyl alcohol, avocado oil, sunflower oil, turmeric, salt, ethyl ester and water.

Abstract: A head-mounted-display assembly may include a knitted layer formed of a plurality of fibers and extending in three dimensions. The knitted layer may include (1) a first region having a first degree of at least one physical property, (2) a second region having a second degree of the at least one physical property, and (3) a transition region extending between the first region and the second region. The transition region of the knitted layer may progressively change in degree of the at least one physical property proceeding from the first region toward the second region. Various other apparatuses, systems, and methods are also disclosed.

Abstract: A dispensing system comprising a main body, a carousel, and a shuttle. The carousel is configured to sequentially align each of a plurality of cartridges with a dispensing outlet of the dispensing system. The shuttle is configured to sequentially align each of a plurality of compartments of each cartridge with the dispensing outlet. The dispensing system is configured to dispense a dose only after a predetermined interval of time based on a prescription. In addition, the dispensing system is connected to a network to allow the prescriber to remotely modify the prescription. The dispensing system may additionally have a biometric scanner to verify the identity of a patient, an ID scanner to authorize a pharmacist to refill the dispensing system, and a plurality of tamper sensors to alert the prescriber or the pharmacist if a patient attempts to access the dispensing system without authorization.

Abstract: A lightweight and extensible information model for machine-to-machine systems is disclosed. A service layer information management architecture uses three categories of atomic objects, subjects, actions, and descriptions. Information for use within the model is built using the atomic information objects. Application programming interfaces are used to perform operations and information processing by different nodes. Common service functions are used in the model as instances of a generic common service information model.

Abstract: A chalcogenide-based programmable conductor memory device and method of forming the device, wherein a nanoparticle is provided between an electrode and a chalcogenide glass region. The method of forming the nanoparticle utilizes a template over the electrode or random deposition of the nanoparticle.

Abstract: An apparatus to join two panels together includes a chamber, a horn positioned within the chamber, the horn moving reciprocally within the chamber, and a set of heating elements positioned about the horn to heat the horn. One of the panels has a post molded to it, the post extending through the other panel, and after the horn is heated an end of the horn is placed on top of the post and is ultrasonically vibrated to form a head of the post to join the two panels together.

Abstract: Systems and methods related to calibrating a phase interpolator by amplifying timing differences are described. An example system includes a calibration stage configured to output a calibration code for a phase interpolator. The system further includes control logic configured to: (1) at least partially discharge a first pre-charged capacitive load in response to a signal output by the phase interpolator based on the calibration code, and (2) at least partially discharge a second pre-charged capacitive load in response to a reference signal associated with the phase interpolator. The system further includes a feedback path configured to provide feedback to the calibration stage to allow for a modification of the calibration code, where the feedback is dependent on a first voltage provided by the first pre-charged capacitive load and a second voltage provided by the second pre-charged capacitive load.

Abstract: A higher-order mode (HOM) fiber is configured as a polarization-maintaining fiber by including a pair of stress rods at a location within the cladding layer that provides for a sufficient degree of birefringence without unduly comprising the spatial mode profile of the propagating higher-order modes. An optical imaging system utilizing polarization-maintaining HOM fiber allows for different wavelength probe signals to be directed into different modes, useful in applications such as STED microscopy, 2D sensing, and the like.

Abstract: Systems and methods for enhanced filtration and separation of fluid from microorganisms, toxins and other particles in a more efficient manner is provided. The system may include a selectively removeable fitting or replaceable filter media and is suitable for use with liquid dispensing devices such as hydrotherapy jets, shower heads, liquid nozzles, and bathtub faucets.

Abstract: A view gateway is configured to receive a first query in a first programming language from a client. The view gateway is configured to select a template from a plurality of templates. A view gateway is configured to compile the first query and the selected template into a second query. A view gateway is configured to send the second query to a data store for processing. A view gateway is configured to receive a query result that is responsive to the second query; and send the query result to the client.

Abstract: A system for nucleic acid amplification of a sample comprises partitioning the sample into partitioned sections and performing PCR on the partitioned sections of the sample. Another embodiment of the invention provides a system for nucleic acid amplification and detection of a sample comprising partitioning the sample into partitioned sections, performing PCR on the partitioned sections of the sample, and detecting and analyzing the partitioned sections of the sample.