Abstract: This disclosure provides systems, methods, and devices for automatic product classification using deep learning and generative artificial intelligence (AI) models for a harmonized system (HS) product classification. A method includes generating embeddings based on an input dataset. The method includes applying a deep learning model to the embeddings to produce a prediction set including classifications corresponding to the embeddings. The method includes converting the classifications to a first set of similarity metrics. The method includes determining a second set of similarity metrics based on the embeddings using a semantic similarity model. The method includes generating a third set of similarity metrics based on an output of the semantic similarity model. The method includes outputting a ranked set of predictions corresponding to the input dataset based on the first set of similarity metrics, the second set of similarity metrics, and the third set of similarity metrics.

Abstract: Systems, methods and products for synchronization of content and metadata where the content and metadata are shared from a source repository to a target repository. One embodiment of a repository connector system utilizes a monolithic robotic server for scheduled synchronization and a second monolithic manual server for processing manual synchronization requests. A metadata server in the connector system enables sharing and synchronization of mapped metadata between content objects in the source and target repositories. A notification server is provided in the connector system to track notifications of changes to shared content in the target repository, and to replicate these notifications in a local database that is accessible by the synchronization servers to identify changes to the content in the second repository. Each of the servers is coupled to a service registry in the connector system to enable discovery and interaction between the connector system components.

Abstract: A method includes curating CRM data by employing a type system of a model-driven architecture and selecting an AI CRM application from a group of applications. Each CRM application may generate one or more use case insights with one or more objectives. The method also includes obtaining one or more data models including an industry-specific data model from the curated CRM data and orchestrating a plurality of machine learning models for the selected CRM application with the obtained data model(s) to determine one or more machine learning models effective for at least one objective of the selected CRM application. The method further includes applying the determined machine learning model(s) and the obtained data model(s) to predict probabilities that optimize the at least one objective and using the predicted probabilities to apply at least one of the one or more use case insights that optimizes the at least one objective.

Abstract: Methods for cleaning a substrate are disclosed. The substrate comprises a dielectric surface and a metal surface. The methods comprise providing a cleaning agent to the reaction chamber.

Abstract: A counter-rotating roller system for coating electrode materials includes a roll-to-roll apparatus including a dispensing roller that selectively dispenses a conductive substrate from a substrate roll along a first direction towards a receiving roller. A counter-rotating roller module including a counter-rotating roller is stationarily positioned at a predetermined height over the conductive substrate. The direction of the tangential velocity of the counter-rotating roller at an interface between the counter-rotating roller and the conductive substrate is 180 degrees opposite the first direction of travel of the conductive substrate. The system further includes a continuous powder application module positioned on a feed side of the counter-rotating roller to continuously deposit a volume of a dry powder mixture on the conductive substrate prior to contact with the counter-rotating roller.

Abstract: A system and method facilitates an enabling of a functionality of a first device by causing a first data that identifies the first device to be used to determine that the first device supports the functionality, determining that the functionality of the first device is not enabled, and causing a set of instructions for enabling the functionality of the first device to be presented to a user.

Abstract: Systems, methods, and devices having improved conformal properties for biomedical signal measurement are disclosed. A device can have a first polymer substrate coupled to a conductive layer forming a conductive trace electrically coupled to a conductive pad exposed via an opening. The device can have a second polymer substrate forming a first cavity between the first polymer substrate and the second polymer substrate. The device can have a first inlet portion that receives a fluid that expands the first cavity causing the device to conform to an anatomical structure. The structure can be an atrium, such as the left atrium, of the heart of a patient. The device can conform to the walls of the tissue structure, and the conductive pad exposed via the opening can detect a signal from the wall of the tissue structure. The signal can be provided to an external measurement device for processing.

Abstract: In some aspects of the disclosure, an apparatus includes a processing system that includes one or more processors and one or more memories coupled to the one or more processors. The processing system is configured to receive sensor data associated with a scene and to generate a cylindrical representation associated with the scene. The processing system is further configured to modify the cylindrical representation based on detecting a feature of the cylindrical representation being included in a first region of the cylindrical representation. Modifying the cylindrical representation includes relocating the feature from the first region to a second region that is different than the first region. The processing system is further configured to perform, based on the modified cylindrical representation, one or more three-dimensional (3D) perception operations associated with the scene.

Abstract: A storage device identifies a die with a defective temperature sensor and excludes the die temperature from thermal calculations. The storage device includes a memory device with multiple dies. Each die includes a temperature sensor. A controller on the storage device executes a defective temperature sensor scheme to obtain a temperature for a first die in the memory device. The controller compares the first die temperature against a benchmark. The controller determines that the first die includes a defective temperature sensor if there is a temperature variance in the first die temperature and the benchmark and if the temperature variance is greater than a die temperature variation threshold.

Abstract: Techniques are provided for securing reference signals. An example method for transmitting a signal based on a validated pseudo random sequence includes determining secure sequence validation information, generating a pseudo random sequence, validating the pseudo random sequence based on the secure sequence information, and transmitting the signal based at least in part on the validated pseudo random sequence.

Abstract: A treatment transducer for a generator of alternating magnetic fields for in vivo disinfection of electrically conductive surfaces of medical implants, which may be used with a wide variety of implants and medical devices. The treatment head includes an enclosure for enveloping a portion of a body in which an implant is to be treated, and which contains a plurality of transducers for converting a radio-frequency signal to generating a shaped alternating magnetic field.

Abstract: An electronic control system for a generator of alternating magnetic fields for in vivo disinfection of electrically conductive surfaces of medical implants, which may be used with a wide variety of transducer heads and appliances. The electronic control system includes an impedance matching function which maximizes power transfer from a signal source to the transducer heads dynamically according to the load placed within the field produced by the transducer coils.

Abstract: Various types of image analysis benefit from a multi-stream architecture that allows the analysis to consider shape data. A shape stream can process image data in parallel with a primary stream, where data from layers of a network in the primary stream is provided as input to a network of the shape stream. The shape data can be fused with the primary analysis data to produce more accurate output, such as to produce accurate boundary information when the shape data is used with semantic segmentation data produced by the primary stream. A gate structure can be used to connect the intermediate layers of the primary and shape streams, using higher level activations to gate lower level activations in the shape stream. Such a gate structure can help focus the shape stream on the relevant information and reduces any additional weight of the shape stream.

Abstract: Systems and methods herein are for an interface that may be associated with a system-on- chip (SoC) manager and a root of trust (RoT) module and can receive boot media parameters of connected and expected devices. The interface may also initiate First Mutable Code (FMC) fetches which may be loaded to the RoT module and may enforce a boot policy that may require acknowledgement and approval of at least the SoC manager and the RoT module to continue a boot process.

Abstract: Methods for fabricating flexible/stretchable circuits can include identifying one or more regions of a printed circuit board (PCB) for selectively removing insulation material. The PCB can include one or more electrically conductive structures arranged on an insulation layer. The method can include applying, within each region of the one or more regions, thermal energy via a heat source to a surface of the PCB within the region such that insulation material of the insulation layer is removed from the region while a portion of the insulation layer beneath the one or more electrically conductive structures is maintained. The flexible/stretchable circuit can be laminated on a soft actuator to form a soft robotic device.

Abstract: A gas turbine engine including a compressor section and a combustion section in serial flow arrangement along an engine centerline, the combustion section having a combustor liner, a dome wall coupled to the combustor liner, and a dome inlet located in the dome wall, a fuel injector fluidly coupled to the dome inlet, a combustion chamber fluidly coupled to the fuel injector and defined at least in part by the combustor liner and the dome wall, and at least one set of dilution openings located in the dome wall and fluidly coupled to the combustion chamber.

Abstract: Systems, methods, and apparatus are disclosed that provide a merchandise return and/or exchange process for items purchased from brick-and-mortar and/or e-commerce stores. In some embodiments, a mobile computing device of a customer may determine whether the mobile computing device and therefore the customer are in a defined zone for a store. In response to determining that the mobile computing device is in the defined zone, the mobile computing device may notify the customer and request whether the customer wishes to initiate a return and/or exchange of purchased items to the store. The mobile computing device may notify a merchandise pickup system of the customer's desire to return the purchased items.

Abstract: Gate-all-around integrated circuit structures having an insulator fin on an insulator substrate, and methods of fabricating gate-all-around integrated circuit structures having an insulator fin on an insulator substrate, are described. For example, an integrated circuit structure includes an insulator fin on an insulator substrate. A vertical arrangement of horizontal semiconductor nanowires is over the insulator fin. A gate stack surrounds a channel region of the vertical arrangement of horizontal semiconductor nanowires, and the gate stack is overlying the insulator fin. A pair of epitaxial source or drain structures is at first and second ends of the vertical arrangement of horizontal semiconductor nanowires and at first and second ends of the insulator fin.

Abstract: In some examples, an endovascular system includes an elongated body configured to be introduced into a blood vessel of a patient, a plurality of electrodes carried by the elongated body, and an elongated scaffold configured to be introduced into the blood vessel and configured to transform between a relatively low-profile delivery configuration and a deployed configuration. In the deployed configuration, the elongated scaffold is configured to exert a radial force to urge the elongated body and the plurality of electrodes towards a wall of the blood vessel. After being introduced into the blood vessel of the patient, the elongated scaffold is configured to resorb or degrade over a period of time. A degradation profile of the elongated scaffold over the period of time corresponds to a level of endothelization proximate the plurality of electrodes.

Abstract: A first user equipment (UE) may transmit a first ranging message. A second UE may receive the first ranging message. The second UE may calculate a carrier frequency offset (CFO) based on the ranging message. The second UE may transmit a response message comprising control information to modify a transmission protocol. The transmission of the response message may be in response to the calculated CFO being greater than or equal to a threshold value. The calculated CFO may indicate a possible security vulnerability between the first UE and the second UE. The first UE may receive the response message including control information to modify the transmission protocol after the transmission of the first ranging message. The first UE may then transmit a second ranging message based on the control information. The second ranging message may prevent, or mitigate, the detected possible security vulnerability.