Abstract: This disclosure relates to method and system for of dynamically annotating data or validating annotated data. The method may include receiving input data comprising a plurality of input data points. The method may further include one of: a) generating a plurality of annotations for each of the plurality of input data points using at least one of a state-label mapping model and a comparative ANN model, or b) receiving the plurality of annotations for each of the plurality of input data points from an external device or from a user, and validating the plurality of annotations using at least one of the state-label mapping model and the comparative artificial neural network (ANN) model.

Abstract: Computer game metadata is used to select a video widget provided in a video template. The widget can be operable to present metadata in the video template, change an association between features of the video template and metadata generated during play of a computer game, search for clips similar to a video clip presented by the video template, vary a length of a video clip presented by the video template, or vary an intensity of action used to select a video clip presented by the video template.

Abstract: Methods and systems herein can efficiently interconnect processors through a custom grid (a data mesh) utilizing upper metal layer routing in a semiconductor die design to minimize latency. A computer-implemented method of routing interconnects on a semiconductor die includes receiving a set of non-default routes and associated routing rules; identifying a set of critical signals for feedthrough on the set of non-default routes; generating a connectivity matrix including a set of resulting routes, the resulting routes routing the set of critical signals through the set of non-default routes; generating a timing analysis of the connectivity matrix based on a set of latency requirements; responsive to determining that the timing analysis is not compliant with the latency requirements, generating a set of routing constraints; and updating the associated routing rules to include the set of routing constraints.

Abstract: A filter bank multi-carrier (FBMC)-offset quadrature amplitude modulation (OQAM) system is disclosed. The FBMC-OQAM system includes a processing circuitry which is configured to receive a signal over a transmission medium, equalize the signal by a convolution neural network (CNN) equalizer, wherein the CNN equalizer is configured to estimate the received signal without performing channel estimation, and output the estimated signal as a bit stream.

Abstract: An interposer includes one or more capacitors to store charge to provide signals to an integrated circuit electrically connected to the interposer. First connectors to each capacitor are interspersed with second connectors to the capacitors and are spaced apart from adjacent second connectors. The one or more capacitors and the resistances associated with the conductive paths between each capacitor and a connector or another capacitor can be modeled.

Abstract: The present disclosure generally relates to semiconductor structures and, more particularly, to charge trap memory devices and methods of manufacture and operation. The semiconductor memory includes: a charge trap transistor comprising a gate structure, a source region and a drain region; and a self-heating circuit which selectively applies an alternating bias direction between the source region and the drain region of the charge trap transistor to provide an erase operation or a programming operation of the charge trap transistor.

Abstract: Systems, apparatuses, and methods provide for a memory controller to manage cache evictions and/or insertions in a two level memory controller mode that uses a dynamic random access memory as a transparent cache for a persistent memory. For example, a memory controller includes logic to map cached data in the dynamic random access memory to an original address of copied data in the persistent memory. The cached data in the dynamic random access memory is tracked as to whether it is dirty data or clean data with respect to the copied data in the persistent memory. Upon eviction of the cached data from the dynamic random access memory, a writeback of the cached data that has been evicted to the persistent memory is bypassed when the cached data is tracked as dirty data.

Abstract: In an embodiment, a drug delivery system and method of use thereof to treat inflammation and bacterial pathogens including multi-drug resistant pathogens, such as MDR-Pseudomonas aeruginosa, or reactive oxygen species in a subject is provided. In some embodiments, the drug delivery system includes a polymeric material, an excepient, an antioxidant agent, and an anti-inflammatory and antimicrobial agent. In some embodiments, the anti-inflammatory and antimicrobial agent is a salt of an anti-inflammatory agent and an antimicrobial agent formulated to provide a combination of antimicrobial and anti-inflammatory action from a single molecule. In some embodiments, the combined anti-inflammatory and antimicrobial agent is a silver salt of ibuprofen. In other embodiments, the combined anti-inflammatory and antimicrobial agent is unmodified, native ibuprofen.

Abstract: Automatic testing/analysis of local loops of telecommunications networks includes obtaining bits-per-tone data for a local loop of a telecommunications network and generating a bit value string from the bits-per-tone data. The bit value string is then analyzed to determine whether it includes a bit pattern indicative of an impairment of the local loop. Further approaches for automatically testing local loops of telecommunications networks include obtaining attenuation data for multiple tones carried by the local loop and determining whether the attenuation data falls below thresholds for providing a service using the local loop.

Abstract: A system and method for placement optimization of public electric vehicle charging stations using telematics data that includes receiving vehicle telematics data from a plurality of vehicles. The system and method also includes analyzing the vehicle telematics data to determine clusters of candidate locations of the public electric vehicle charging stations and selecting a subset of nodes of a fully connected graph structure that are associated with the candidate locations as optimal locations of the public electric vehicle charging stations. The system and method further include controlling an electronic computing system to present a human machine interface to present a visualization of the optimal locations of public electric vehicle charging stations to at least one party.

Abstract: The present invention relates to new immunogenic compositions comprising conjugated Streptococcus pneumoniae capsular saccharide antigens (glycoconjugates), kits comprising said immunogenic compositions and uses thereof. Immunogenic compositions of the present invention will typically comprise at least one glycoconjugate from a S. pneumoniae serotype not found in PREVNAR®, SYNFLORIX® and/or PREVNAR 13®. The invention also relates to vaccination of human subjects, in particular infants and elderly, against pneumoccocal infections using said novel immunogenic compositions.

Abstract: A system and method are provided for training and using a machine learning model to analyze hematoxylin and eosin (H&E) slide images, where the machine learning model is trained using a training data set comprising a plurality of unmarked H&E images and a plurality of marked H&E images, each marked H&E image being associated with one unmarked H&E image and each marked H&E image including a location of one or more molecules determined by analyzing a multiplex IHC image having at least two IHC stains, each IHC stain having a unique color and a unique target molecule. Predicted molecules and locations identified with the machine learning model result in an immunotherapy response class being assigned to the H&E slide image.

Abstract: Systems and methods are provided for identifying a product in an image and outputting stock keeping units of the product. The system comprises three main components: a database server, a data analytics system and a standard dashboard. The database server contains real-time inventory images as well as historical images of each product type. The data analytics system is executed by a computer processor configured to apply a multi-head self-supervised learning-based classifier to detect product information captured by the image. The data analytics system is also configured to determine hierarchical classification categories for the product. The standard dashboard is configured to output a report regarding the product information.

Abstract: Described here are EET analogs conjugated to folate receptor ligands such as folic acid or folic acid analogs recognized by and selectively bound by folate receptors and other folate binding proteins and the use of such conjugated EET analogs for targeted delivery of therapeutic agents to folate-receptor bearing cell populations. More particularly, provided herein are EET analogs conjugated to folate receptor ligands and uses of such conjugated EET analogs as kidney targeted therapeutics.

Abstract: The present disclosure relates to high pressure processing apparatus for semiconductor processing. The apparatus described herein include a high pressure process chamber and a containment chamber surrounding the process chamber. A high pressure fluid delivery module is in fluid communication with the high pressure process chamber and is configured to deliver a high pressure fluid to the process chamber.

Abstract: As an example, a server hosting a search engine may receive a search query and determine a searched time interval, a searched object, and a searched event. The server may select, based on the searched time interval, a portion of an object-event bipartite graph that was created using information gathered from social media sites. The server may compare attributes of individual events in the portion with attributes of the searched event to identify a set of relevant events. The server may determine objects associated with the relevant events and compare attributes of individual objects with the attributes of the searched object to identify a set of relevant objects. The search engine may provide search results that include the set of relevant objects ordered according to their similarity to the searched object.

Abstract: An artificial intelligence reactive power control system for low voltage ride-through in a grid connected distributed generation network includes a grid, a circuit breaker, a distributed generation circuit including 3-phase terminals, and a voltage and current measurement unit connected to the 3-phase terminals and configured to generate a set of measured variables. An intelligent low voltage ride-through detector receives the set of measured variables and identifies a low voltage ride-through status of the utility grid. An intelligent reactive power controller receives a low voltage ride-through status signal from the intelligent low voltage ride-through detector and controls a low voltage ride-through during a grid voltage sag and a voltage reduction by transmitting one or more of an active power reference and a reactive power reference value to the distributed generation circuit based on the low voltage ride-through status signal.

Abstract: Embodiments of the present invention comprise a powered toothbrush comprising a bristle head, an outer gear, and a plurality of bristles. Both the bristle head and the outer gear may comprise a distal end, a proximal end, and a center. The distal end of the bristle head may mate with the proximal end of the outer gear. The outer gear may rotate about a first axis of rotation. The mating between the bristle head and the outer gear may cause the bristle head to orbit the first axis of rotation via one or more bristle paths while simultaneously completing one or more rotary movements about a second axis of rotation, which may move along the bristle paths with the bristle head.

Abstract: The multi-function tool described herein includes a case, a drive ratchet installed in the case, a threading die held within the case, a file attached to the case such that a working surface of the file is exposed, a wrench tool removably secured to the case by a wrench retaining feature formed in the case, socket tools removably secured to the case by socket retaining features formed in the case, and a bar extension tool removably secured to the case by a bar extension retaining feature formed in the case. The ratchet has a fitting exposed at the top of the case, and a toggle switch exposed at the bottom of the case. The bar extension tool is compatible with the socket tools, the fitting of the ratchet is compatible with the socket tools, and the fitting of the ratchet is compatible with the bar extension tool.

Abstract: Methods and apparatus for controlling device use of available networks, e.g., cellular and WiFi, are described. End devices report key performance indicator and resource utilization information, e.g., on a per application basis, to a configuration server. The configuration server determines, based on the received information, e.g., using machine learning and/or artificial intelligence, sets of configuration profiles, each configuration profile including one or more set of applications for which an end device should use a particular network. An exemplary configuration profile may identify a first set of applications for which a first network is to be used, e.g., a cellular network such as a P-LTE network, and a second set of applications for which a second network, e.g. a WiFi network, is to be used. The configuration server selects a configuration profile that is best suited for a particular end device and communicates that selected profile to the end device.