Abstract: A method for tracking and managing activities of testbench components in a test environment during a simulation is disclosed. In some embodiments, the method includes receiving a first Activity Tracking Unit (ATU) message from an ATU pre-installed within each of a plurality of testbench components. The method further includes registering each of the plurality of testbench components in response to receiving the first ATU message from the corresponding ATU. The method further includes selecting one or more configuration settings corresponding to the ATU of each of the plurality of testbench components based on one or more user requirements. The method further includes receiving at least one second ATU message from the corresponding ATU based on the one or more configuration settings, at an end of the simulation. The method further includes utilizing the at least one second ATU message to drive one or more outcomes corresponding to the simulation.

Abstract: Embodiments may include a computing device configured with a display device, a display processor configured to identify a region of interest and a remainder region in a frame for display by the display device, and a composer module, coupled to the display device and the display processor, and configured to apply a night mode color process to the remainder region and not to the region of interest, and to provide a composition of the remainder region and the region of interest to the display device for presentation.

Abstract: Methods for updating ephemeral keys on quick boot of a computing device, including determining, by a processor of the computing device, that a power-on transition is from a quick boot and generating, in a secure portion of the processor, a new ephemeral key for use in wrapping one or more encryption keys of a key ring for use in an unsecure portion of the processor in response to the quick boot. The secure portion of the processor may unwrap each of the one or more encryption keys of the key ring with a prior ephemeral key before wrapping the one or more encryption keys with the new ephemeral key.

Abstract: A method, a network device, and a non-transitory computer-readable storage medium are described in relation to an intelligent secure access for SIM-less end device service. The intelligent secure access for SIM-less end device service may include providing authentication and/or authorization of SIM-less end devices and an intermediary network device or intermediary customer premises equipment. The intelligent secure access for SIM-less end device service may include validation of an identity of the SIM-less devices and the intermediary network device or intermediary customer premises equipment as well as applications of the SIM-less devices for access and use of an application service layer network.

Abstract: A device may receive text data associated with a chatbot, a live chat, or an interactive voice response system, and may preprocess the text data with one or more preprocessing techniques to generate preprocessed data and key intents. The device may convert the preprocessed data and the key intents into embeddings, and may combine the embeddings into an input vector. The device may process the input vector, with a language model, to identify relationships between words and phrases of the text data, and may process the input vector and the relationships, with a summary generation model, to generate a summary of the text data. The device may perform one or more actions based on the summary of the text data.

Abstract: A method of converting poly(ethylene terephthalate) to terephthalic acid includes a glycolysis step in which poly(ethylene terephthalate) is reacted with ethylene glycol in the presence of zinc acetate catalyst, a hydrolysis step in which the product of the glycolysis step is reacted with an alkali metal hydroxide to produce an alkali metal salt of terephthalic acid, and an acidification step in which the product of the hydrolysis step is acidified to yield a precipitate containing terephthalic acid. Each step of the method can be conducted at ambient or near-ambient pressure, and the method produces terephthalic acid in high yield and high purity.

Abstract: In some embodiments, a computing system may generate a prediction related to a new category (not included in a set of categories) using a machine learning model trained on a set of embeddings corresponding to the category set. As an example, the computing system may generate a set of hashes such that each hash of the hash set is mapped to an embedding of the embedding set. When a new category added to the category set, the computing system may generate a given hash for the new category and identify a first hash of the hash set that matches the given hash. Based on identifying the first hash as a matching hash, the computing system may use an existing embedding (e.g., mapped to the first hash) with the machine learning model in connection with the new category, thereby avoiding a need to add a new embedding to the embedding set.

Abstract: A system can maintain a backup of data stored on a source computer, wherein the backup is stored on a remote computer. The system can maintain, on the source computer, a file catalog, wherein the file catalog comprises a local path for a first file on the source computer, a remote backup location for the first file on the remote computer, and a first hash of the first file. The system can determine that a copy of the first file at the local path on the source computer is corrupted. The system can identify whether a second hash of a second file on the source computer matches the first hash of the first file. The system can, in response to determining that the second hash matches the first hash, repair first data of the first file with second data of the second file, and repair first metadata of the first file with second metadata from the remote backup location for the first file on the remote computer.

Abstract: A data processing and analysis system that optimizes the resources to be used for data storage and refresh events. A partitioner module for a data analysis system can receive a first client criteria and a first client dataset that includes tabular data and calculate scores that are used to generate partitioning strategies. The selected partitioning strategy can be implemented to produce aggregated data that can be stored in an intelligent data mart. The partitions can then be accessed by a data visualization platform for intelligent, dynamic responses to user requests for data analyses and generation of visualizations. By providing synchronous partitioning of data (especially big data) and intelligent refresh, the data can move from the back-end to the front-end with minimal user clicks and minimal latency in performance.

Abstract: A fatigue detection and operator alert system is disclosed for detecting operator fatigue in a machine having a cab, a seat, and a joystick. The fatigue detection and operator alert system comprises an optic sensor positioned non-obstructively facing an operator and configured to output a first signal consisting of images captured of an operator; a pressure sensor configured to provide a second signal indicative of a pressure of an operator hand on the joystick; a thermal sensor configured to provide a third signal indicative of a temperature of the operator; a load sensor configured to provide a fourth signal indicative of a load of an operator foot; and a controller configured to: receive the sensor signals; detect instances of operator fatigue based on the received sensor signals during non-hauling operation; and actuate an alert device to alert the operator when instances of operator fatigue are detected.

Abstract: The present disclosure describes various aspects of devices and methods that are directed to systems for controlling power systems. A device comprises at least one power source unit having a plurality of physical unit pins, at least one sensor to measure a characteristic of at least one power source unit, and a microcontroller. The microcontroller comprises a memory with at least virtual unit object, at least one virtual sensor object, and a set of software instructions to cause the microcontroller to control the at least power source unit via at least one switch using a three-layer control scheme.

Abstract: A device includes a cap, a patch deployment mechanism, and a therapeutic patch. The cap includes a wall defining a chamber with an open distal end. The mechanism is slidably received within the chamber in an insertion configuration and includes proximal and distal members coupled by bowing members. The bowing members expand radially outward relative to the insertion configuration when longitudinally compressed via movement of the distal member toward the proximal member. The patch is wrapped around the mechanism and is forced radially outward into contact with and adhere to a target portion of tissue when the mechanism is longitudinally compressed and the bowing members are radially expanded. The mechanism is to radially retracted after the patch has been adhered to the portion, from a deployed configuration to the insertion configuration to separate the patch from the mechanism leaving the patch in a desired position adhered to the portion.

Abstract: A gastric cancer therapy dosing regimen that results in enhanced therapeutic effectiveness and reduced side effects has been discovered. Gastric cancer patients treated daily with a combination of minnelide prodrug and paclitaxel experienced significant negative side effects and progression of the cancer. A minnelide prodrug and paclitaxel combination therapy administered according to a novel dosing regimen provided significantly improved treatment results. The novel dosing regimen comprises a 28-day cycle wherein minnelide prodrug was dosed once per day on days 1 to 5, 8 to 12, and 15 to 19 of the cycle, and paclitaxel was dosed once per day on days 1, 8, and 15 of the cycle. The novel dosing regimen was shown to be both effective toward treating gastric cancer and was well tolerated in human patients.

Abstract: A method and system for generating an activity report for testbench components in a test environment is disclosed. In some embodiments, the method includes retrieving a unique ID associated with each of a plurality of registered testbench components. The method further includes selectively configuring the ATU associated with one or more testbench components from the plurality of registered testbench components to generate an activity tracking report at an end of a simulation, based on a user requirement. The method further includes fetching the activity tracking report corresponding to the one or more testbench components based on the associated unique ID. The method further includes generating a summarized activity report corresponding to the one or more testbench components based on the activity tracking report received from the respective ATU. The method further includes rendering at least one of the activity tracking report and the summarized activity report to a user.

Abstract: Methods, apparatus, and processor-readable storage media for identifying vulnerabilities across software code repositories are provided herein. An example computer-implemented method includes maintaining at least one database associated with a plurality of code repositories; in response to detecting a build process associated with a first code repository of the plurality of code repositories, extracting and storing metadata related to the first code repository in the at least one database; identifying at least one vulnerability associated with the first code repository of the plurality of code repositories; determining whether an additional code repository of the plurality of code repositories is impacted by the at least one vulnerability based at least in part on the metadata stored in the at least one database for the additional code repository; and initiating one or more automated actions to at least partially remediate the at least one vulnerability in the additional code repository.

Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a user equipment (UE) may receive signaling indicating a transition from a first type of channel state information (CSI) processing to a second type of CSI processing at the UE, wherein at least one of the first type of CSI processing or the second type of CSI processing is a machine-learning-based CSI processing type. The UE may transition from the first type of CSI processing to the second type of CSI processing in accordance with the signaling and a timeline for the transition. Numerous other aspects are described.

Abstract: Detecting cancer early can significantly reduce mortality rate, but this still remains a challenge owing to shortcomings in early screening and detection with existing modalities. Cancer detection is done using known screening methods such as X-ray mammography, Magnetic Resonance Imaging (MRI) and Ultrasound imaging (US). But these conventional methods have their own limitations such as compression discomfort, inherent health risks, expensive, and consume more time and effort. Present disclosure provides system and method for enhanced microwave imaging (MWI) for efficient breast tumor detection by scanning subject's specific body portion to optimize the scan duration. The MWI is framed as an inverse problem by building forward model using a Point Spread Function (PSF) and is solved by imposing sparsity prior since tumor is concentrated to limited regions. The entire scanning duration is optimized by viewing the problem as a sequential decision making process for a Deep Reinforcement Learning (DRL) agent.

Abstract: A system is provided including an adaptive scoreboard for testing and verification of serial communication protocols. The scoreboard is configured to: receive, through a first port, actual data packets from a design under test (DUT), and, through a first pattern detection engine, based on a set of pre-defined skip patterns, identify a first set of redundant data packets from the actual data packets; receive, through a second port, reference data packets from a reference model, and, through a second pattern detection engine, based on the set of pre-defined skip patterns, identify a second set of redundant data packets from the reference data packets; and compare the actual data packets and reference data packets to verify the functionality of the DUT by at least one of ignoring the first and second sets of redundant data packets and comparing the first and second sets of redundant data packets if they are matching.

Abstract: The disclosure provides a method for upgrading components of a container-based cluster. The method generally include receiving, at the container-based cluster, an indication of one or more pods and one or more nodes in the cluster to upgrade, adding an annotation to each of the one or more nodes having at least one of the one or more pods running thereon, performing a pod upgrade, and performing a node upgrade, wherein performance of the pod upgrade and the node upgrade overlap at least partially in time, and wherein performing the node upgrade comprises: selecting a first node, determining at a first time that the first node includes an annotation, refraining from upgrading the first node at the first time, determining at a second time after the first time that the first node does not include the annotation, and upgrading the first node at the second time.

Abstract: The present invention provides a robust and effective solution to an entity or an organization by developing a complete suite for management of many APIs enabling a user to create an API (Application Programming Interface) for a platform and enabling at least one other user to use a created API for this platform. Embodiments herein disclose a system which complies with component-based and service-oriented concepts of API architecture, and by providing next generation tools and libraries for open-standards based multi-channel application development by automated generation of APIs and interactive consumption of the APIs via one single portal for performing functionalities such as documentation, execution, flow batching of APIs, onboarding new APIs and creating a competitive marketplace for APIs.