Abstract: A method (700) for distributed machine learning, ML, using a set of N CDs. The method includes obtaining first topology information, wherein, for each CD included in the set of N CDs, the first topology information identifies other CDs included in the set of N CDs to which the CD is connected, thereby identifying a set of CD pairs. The method also includes obtaining first network state information, wherein, for each CD included in the set of N CDs, the first network state information comprises a network state vector for the CD, wherein the network state vector for the CD comprises, for each other CD to which the CD is indicated as being connected by the first topology information, a determined network state value. The method further includes determining a consensus weight matrix (W) using the obtained first network state information and the first topology information.

Abstract: A system and method for identifying device attributes based on string field conventions. A method includes applying at least one machine learning model to an application data set extracted based on a string indicated in a field of device data corresponding to a device, wherein each of the at least one machine learning model is trained based on a training data set including a plurality of second strings and a plurality of device attribute labels, wherein each device attribute label corresponds to a respective second string of the plurality of second strings, wherein each of the at least one machine learning model is configured to output a predicted device attribute for the device based on the first string; and identifying, based on the output of the at least one machine learning model, a device attribute of the device.

Abstract: A negative pressure wound therapy apparatus can include a housing, a negative pressure source supported by the housing and configured to aspirate fluid from a wound covered by a wound dressing, a switch positioned on an exterior surface of the housing, and a controller configured to operate the negative pressure source. The controller can be configured to, responsive to receiving a first user input via the switch, operate the negative pressure source to aspirate fluid from the wound at a first fluid flow rate. The controller can be configured to, responsive to receiving a second user input via the switch subsequent to receiving the first user input, operate the negative pressure source to aspirate fluid from the wound at a second fluid flow rate greater than the first fluid flow rate.

Abstract: The present application provides improved methods and compositions for in vitro transcription of mRNA that has reduced levels of dsRNA contaminant.

Abstract: Methods, systems, and media for determining playlist title coherence and quality are provided. In some embodiments, a method for generating playlist recommendations includes: determining, using a hardware processor, a title of a playlist; generating, using the hardware processor, a byte-level representation of the title based on the title of the playlist; determining, using the hardware processor, an embedded representation of the title based on the byte-level representation; determining, using the hardware processor, a perplexity score of the title by inputting the embedded representation of the title into a trained language model, wherein the perplexity score is an output of the trained language model; and causing, using the hardware processor, a recommendation based on the perplexity score of the title to be presented.

Abstract: Systems and methods for improving cache efficiency and utilization are disclosed. In one embodiment, a graphics processor includes processing resources to perform graphics operations and a cache controller of a cache coupled to the processing resources. The cache controller is configured to control cache priority by determining whether default settings or an instruction will control cache operations for the cache.

Abstract: Systems and methods for evaluating and improving overall mental health of an individual are presented herein. In one or more examples, the systems and methods can be implemented in a computer application that is configured to download information from a user's mobile device. Once the data is acquired, in one or more examples, the application can prompt the user to provide additional information, and using both the user's input and the acquired data, the application can calculate a metric known as “Return on Happiness” (ROH) which can provide the user with a quantative measure of their happiness. In one or more examples, the ROH metric can be based on neurotransmitter activity in the user that is estimated by the application. The application can further identify any deficiencies in ROH and suggest one or more activities that the user can engage in to mitigate any of the detected deficiencies.

Abstract: Methods, systems, and devices for wireless communications are described. In some examples, when a high subcarrier spacing (SCS) is used for sidelink communications, the user equipments (UEs) may use a modified sidelink slot structure for the sidelink communications. In one example, the slot structure may include at least two automatic gain control (AGC) symbols with at least one sidelink control channel symbol between the two AGC symbols. The UE may perform an AGC procedure during the two AGC symbols and the sidelink control channel symbol. In some examples, the slot structure may include bundled slots to minimize per slot overhead associated with AGC symbols and sidelink control channel symbols. For example, at a high SCS, the slot structure may include a first slot including multiple AGC symbols, Subsequent bundled slots may not include AGC symbols and/or sidelink control channel symbols.

Abstract: A vibration absorber for securely fixing to the housing of a gearbox includes an absorber mass having a first group of segments that are rotationally symmetrical to one another with respect to a rotational axis and/or central axis of the gearbox. The segments can be rigidly connected to one another. The vibration absorber can further include connectors that are rigidly connected to two segments each.

Abstract: There is provided a computer-implemented method for a first party to control permission for access to first party information to a second party while preserving privacy, the method comprising the following steps taken by the first party at first party computing apparatus: establishing with the second party a set of information classes for first party information to be provided to the second party and establishing permitted use for the first party information in the set of information classes; providing a first party consent to the permitted use for the first party information in the set of information classes, encrypting the first party consent for inspection limited to the first party and the second party, and providing the first party consent to the second party in a first party digitally signed consent grant structure for the second party to decrypt, validate and sign the first party consent and for a consent validating party to store the first and second party digitally signed consent grant structure on a

Abstract: A method for automated operation of a system for summoning help from emergency responders is shown and described. A database contains identity and qualifications of potential responders, as well as their geographic locations. Upon receipt of a call for assistance, the system prioritizes available responders based on qualifications and estimated response time. All of these parameters can be updated in real time to reflect changing conditions, with a list of proposed responders being reprioritized accordingly. The system automates data which formerly was verified manually, and also prioritizes proposed responders relying on parameters based on appropriateness for the specific type of emergency.

Abstract: A wireless camera network is disclosed. The wireless camera network includes a first camera and one or more other cameras. After an input is received by the first camera, the first camera records images or video, and the first camera wirelessly transmits a start signal to one or more other cameras to also start recording images or video and to also wirelessly transmit the start signal.

Abstract: Methods and systems disclosed herein recite the use of linking cryptography-based digital repositories in order to perform blockchain operations in decentralized applications. For example, the system may link a first cryptography-based, storage application (e.g., a first digital wallet) with a second first cryptography-based, storage application (e.g., a second digital wallet). The first cryptography-based, storage application may correspond to a first private key, and wherein the first private key is stored on a first user device. The second cryptography-based, storage application corresponds to a first partial private key and a second partial private key, wherein the first partial private key is stored on a first remote device, and wherein the second partial private key is stored on the first user device.

Abstract: A method and system for protecting an application from unsecure network exposure. The method includes identifying an at-risk application, wherein identifying the at-risk application further comprises determining that the application is configured incorrectly; identifying at least one port through which the at-risk application is accessible when the at-risk application is determined to be configured incorrectly; and determining, based on the identified at least one port through which the at-risk application is accessible, whether an exposure vulnerability exists, wherein the exposure vulnerability is an unapproved exposure of at least one of the at least one port to external resources.

Abstract: An illumination system (1) for photodynamic therapy is provided, the illumination system comprising an illumination source (2), which is configured to emit an electromagnetic radiation (3) to illuminate a target surface (4) during operation, and an electronic control unit (5), wherein the illumination source is configured such that the intensity of the electromagnetic radiation emitted by the illumination source can be varied, wherein the electronic control unit is operatively connected to the illumination source and configured to control operation of the illumination source according to an illumination protocol during an illumination session performed with the illumination system, and wherein the illumination protocol comprises instructions to operate the illumination source during the illumination session in a plurality of different modes, the modes comprising: a) a first mode, wherein, in the first mode, the electronic control unit controls operation of the illumination source such that the intensity of th

Abstract: An articulating working channel system for use with a plurality of flexible tools which are adapted to be interleaved in a single surgical procedure, comprising: a working channel subassembly including a hollow flexible shaft; and a surgical tool subassembly including the flexible tool, wherein the flexible tool includes a flexible tube which is adapted to be inserted into the flexible shaft and wherein the flexible shaft is adapted to be articulated and the flexible tube is adapted to be passively articulated therewith.

Abstract: A hydraulic vibration generation device or hydraulic motor is provided. The device includes a manifold having an inner volume with a pressure chamber extending into the inner volume, a fluid inlet orifice and a fluid outlet orifice. The device further includes a vibration generating member having a grooved drive and an off-center weight and retaining plates. The inner volume receives the vibration generating member within the inner volume. The vibration generating member rotates and generates vibration in response to hydraulic fluid flowing into the manifold through the inlet orifice and directed through the pressure chamber, relieves pressure upon exiting the pressure chamber and out of the manifold through the outlet orifice. Also provided a hydraulic motor with a same manifold and pressure chamber, but with a power generating member having the same groove drive without and off-center weight. Rotation of the power generating member generates power.

Abstract: Techniques to use descriptors for packet transmit scheduling include grouping a plurality of data descriptors associated with blocks of data with a single descriptor. The single descriptor to include information related to the plurality of data descriptors. The single descriptor to be used to schedule transmission of the blocks of data from a computing platform.