Abstract: Aspects of the disclosure provide for methods, systems, and apparatuses, including computer-readable storage media, for sparse matrix multiplication. A system for matrix multiplication includes an array of sparse shards. Each sparse shard can be configured to receive an input sub-matrix and an input sub-vector, where the input sub-matrix has a number of non-zero values equal to or less than a predetermined maximum non-zero threshold. The sparse shard can, by a plurality of multiplier circuits, compute one or more products of vector values multiplied with respective non-zero values of the input sub-matrix. The sparse shard can generate, as output to the sparse shard and using the one or more products, a shard output vector that is the product of applying the shard input vector to the shard input matrix.

Abstract: In accordance with at least selected embodiments, a battery separator or separator membrane comprises one or more co-extruded multi-microlayer membranes optionally laminated or adhered to another polymer membrane. The separators described herein may provide improved strength, for example, improved puncture strength, particularly at a certain thickness, and may exhibit improved shutdown and/or a reduced propensity to split.

Abstract: Embodiments of the present disclosure include a system for optimizing an artificial neural network by configuring a model, based on a plurality of training parameters, to execute a training process, monitoring a plurality of statistics produced upon execution of the training process, and adjusting one or more of the training parameters, based on one or more of the statistics, to maintain at least one of the statistics within a predetermined range. In some embodiments, artificial intelligence (AI) processors may execute a training process on a model, the training process having an associated set of training parameters. Execution of the training process may produce a plurality of statistics. Control processor(s) coupled to the AI processor(s) may receive the statistics, and in accordance therewith, adjust one or more of the training parameters to maintain at least one of the statistics within a predetermined range during execution of the training process.

Abstract: A processor includes a first die, a second die connected to the first die with a microfluidic volume positioned between the first die and the second die, a wicking heat spreader positioned in the microfluidic volume; and a boiling enhancement surface feature positioned on at least one surface of the wicking heat spreader.

Abstract: Systems and methods of caller identity verification and notification are disclosed. In one embodiment, an exemplary computer-implemented method may include: configuring a notification application, executing at a first computing device associated with a first user, the first user associated with an entity; receiving, from the notification application executing on the first computing device, an indication when the first user initiates a particular call to a second user; determining an application associated with the entity and installed on the second computing device of the second user, the application having an icon displayed at a screen of the second computing device; and instructing the application, executing on the second computing device, when the second computing device has received the particular call from the first user, to update an appearance of the icon associated with the application to display an indicator with regard to that the first user is associated with the entity.

Abstract: A network device (e.g., a server, a domain name system (DNS) server, a DNS over Hypertext Transfer Protocol Secure (HTTPS) server (DoH server), a network management device, etc.) may determine a time duration, such as a time duration, based on a request for a communication session from a device. In response, the network device may determine a modified time duration for the communication session based on a type of the device, type of user associated with the device, and/or type of an application requesting the communication session.

Abstract: An electrical power generating system for providing auxiliary or backup power to a load bus. The system may be used indoors, and generally includes a fuel cell unit comprising a first DC output, an electrical storage unit comprising a DC input coupled to the first DC output of the fuel cell, the electrical storage unit further comprising a second DC output. An inverter coupled to the second DC output receives power, the inverter comprising a first AC output. The system includes a contactor connected between the first AC output and an AC load bus. The AC load bus comprises an AC voltage, and a controller comprising inputs is adapted to sense a phase, a frequency, and a magnitude of the first AC output and the AC voltage and close the contactor when they substantially match.

Abstract: A bag having a housing structure of the bag forming a cavity in the bag, a display board removably secured to a board securing mechanism, wherein the board securing mechanism is disposed in the cavity in the bag, and a display shell attached to the housing structure by a fastening mechanism, wherein the fastening mechanism is operable to transition the display shell between an open configuration and a closed configuration, wherein in the open configuration the display shell is positioned to allow access to the display board, and wherein in the closed configuration the display shell is positioned to prevent access to the display board.

Abstract: Methods and systems for connecting data with non-standardized schemas in connected graph data exchanges. For example, the system generates a custom data structure corresponding to a user identifier for a user profile that includes pointers between user profile attributes (e.g., individual fields/categories within the user profile) and existing assets in a connected graph (e.g., an existing application, software profile for an application, data set, connections, etc.). The system then connects the custom data structure corresponding to the user identifier to the existing assets in the connected graph.

Abstract: A system for tracking a target object across a plurality of image frames. The system comprises a logic machine and a storage machine. The storage machine holds instructions executable by the logic machine to calculate a trajectory for the target object over one or more previous frames occurring before a target frame. Responsive to assessing no detection of the target object in the target frame, the instructions are executable to predict an estimated region for the target object based on the trajectory, predict an occlusion center based on a set of candidate occluding locations for a set of other objects within a threshold distance of the estimated region, each location of the set of candidate occluding locations overlapping with the estimated region, and automatically estimate a bounding box for the target object in the target frame based on the occlusion center.

Abstract: A method and/or system that is a navigation engine with a visual interface that evaluates wellness programs based on their effect on the participants' healthcare costs and absences from work, and then calculates the programs' ROIs (Returns on Investment). The engine can also generate a list of employees and/or other individuals who could benefit from a wellness program but who are not participating, and the impact on the healthcare costs, medically-related absence costs and ROI if they did. In addition, the engine can recommend wellness and safety programs that have not been implemented, but should be, along with the impact such programs could have on the medical and pharmacy claims and medically-related absences.

Abstract: A system and process for restarting a turbomachine includes a shutdown cooldown protection process implemented by a plant level control system or direct control system of the turbomachine. The system and process for restarting ensure rotating components are cooled as expected prior to a unit restart. This system and process for restarting will lockout an ability to restart if an improper cooldown of rotating components is detected. If this lockout is enabled, delaying restart for the rotating components to cool naturally is needed, or the operator could decide to force cool the components.

Abstract: In some aspects, the disclosure is directed to methods and systems for data storage and retrieval from a computer memory. A computing device may store a first hierarchical data structure having a first sequence of sub-data structures and a second hierarchical data structure having a second sequence of sub-data structures in memory. The computing device may link the first hierarchical data structure and the second hierarchical data structure together. The computing device may link the first hierarchical data structure and the second hierarchical data structure by inserting an identifier of a sub-data structure of the second sequence in the first sequence.

Abstract: Systems for transitioning a user interface arrangement from a display of a two-dimensional image of a user to a rendering of a three-dimensional representation of the user is provided. A system can start with a UI including a rendering of a user that is based on a 2D image file. The system can receive an input that is configured to cause the system to transition the display of the rendering of the 2D image of the select user to a rendering of the three-dimensional representation of the select user. To display the rendering of the 3D representation of the select user, the system uses permission data and a three-dimensional model defining a position and orientation to display the 3D representation of the user. The system allows users to switch between viewing modes to allow users to interact with content using the most effective type of hardware.

Abstract: A network system that implements quality of service (QoS) by rate limiting at a logical network entity is provided. The logical network entity includes multiple transport nodes for transporting network traffic in and out of the logical network entity. The system monitors traffic loads of the multiple transport nodes of the logical network entity. The system allocates a local CR and a local BS to each of the multiple transport nodes. The allocated local CR and the local BS are determined based on the CR and BS parameters of the logical network entity and based on the monitored traffic loads. Each transport node of the logical network entity in turn controls an amount of data being processed by the transport node based on a token bucket value that is computed based on the local CR and the local BS of the transport node.

Abstract: Methods, systems, and computer programs encoded on a computer storage medium, that relate to extracting digital watermarks from images, irrespective of distortions introduced into these images. Methods can include inputting a first data item into a channel encoder that can generate a first encoded data item that is greater in length than the first data item and that (1) includes the input data item and (2) new data this is redundant of the input data item. Based on the first encoded data item and a first image, an encoder model can generate a first encoded image into which the first encoded data is embedded as a digital watermark. A decoder model can decode the first encoded data item to generate a second data, which can be decoded by the channel decoder to generate data that is predicted to be the first data.

Abstract: An ear cleaning device is provided for removing debris from an ear. In one form, the ear cleaning device includes a shaft, a head connected to the shaft, and a contiguous pocket structure of the head. The contiguous pocket structure includes a plurality of pockets that may be configured to receive debris. In another form, the ear cleaning device has a handle, a bulbous cleaner connected to the handle, and a solid inner core of the bulbous cleaner. The bulbous cleaner has two or more spaced, longitudinal walls disposed outward of the inner core that are configured to remove debris with turning of the ear cleaning device about a longitudinal axis of the device.