Abstract: A method includes acquiring an MRI complex signal having a plurality of complex echoes during an SWI sequence. The method includes phase filtering each complex echo of the plurality of complex echoes. The method also includes generating a respective phase image and a respective magnitude image from each phase filtered complex echo. The method further includes combining separately the respective magnitude images of the plurality of complex echoes with each other to generate a combined magnitude image and the respective phase images of the plurality of complex echoes with each other to generate a combined phase image. The method includes generating a complex image from both the combined magnitude image and the combined phase image. The method includes utilizing a deep learning-based denoising network to denoise the complex image to generate a denoised complex image.

Abstract: Provided herein are modified T cell engagers, pharmaceutical compositions thereof, as well as nucleic acids, and methods for making and discovering the same. The modified T cell engagers described herein are modified with a peptide and a half-life extending molecule.

Abstract: Ferroelectric capacitor is formed by conformably depositing a non-conductive dielectric over the etched first and second electrodes, and forming a metal cap or helmet over a selective part of the non-conductive dielectric, wherein the metal cap conforms to portions of sidewalls of the non-conductive dielectric. The metal cap is formed by applying physical vapor deposition at a grazing angle to selectively deposit a metal mask over the selective part of the non-conductive dielectric. The metal cap can also be formed by applying ion implantation with tuned etch rate. The method further includes isotopically etching the metal cap and the non-conductive dielectric such that non-conductive dielectric remains on sidewalls of the first and second electrodes but not on the third and fourth electrodes.

Abstract: Aspects of the subject technology relate to systems, methods, and computer-readable media for predicting energy states of devices operating in an environment. An operational constraint and a device setting for a device operating in an environment can be identified. An environmental state of the environment can be predicted based on the device operating at the device setting and under the operational constraint through application of an environmental state model that maps varying operational constraints and varying device settings to varying environmental states in the environment. An energy state for operating the device in the environment at the device setting and under the operational constraint can be predicted based on the predicted environmental state through application of an energy consumption model that maps the varying environmental states to varying energy states.

Abstract: This disclosure describes a pickup location determination system that determines a pickup location for a received transportation request by filtering out door points based on various factors and by utilizing a pickup location model to select a pickup location from the filtered door points. For example, the disclosed systems generate door points relative to intersection points within a request radius of a request location associated with a received transportation request. The disclosed systems generate potential pickup locations by filtering out door points that are impractical and/or inefficient based on proximity to other door points, locations relative to venues, locations relative to side streets, and/or locations between parallel road segments (e.g., medians). The disclosed systems further utilize a pickup location model to select a pickup location from the potential pickup locations.

Abstract: In some implementations, a first wireless device may determine that a leader selection process has been initiated regarding data of a first type for a cluster of wireless devices comprising a plurality of wireless devices in range of wireless communication with one another, including the first wireless device. The first wireless device may, responsive to determining that the leader selection process has been initiated, acquire first data of the first type and may send the first data of the first type to one or more other wireless devices of the cluster. Sending the first data of the first type may be responsive to a determination that the first wireless device has not received any other data of the first type from the one or more other wireless devices of the cluster subsequent to determining that the leader selection process has been initiated.

Abstract: The present invention relates to a stable pharmaceutical composition comprising a fixed dose combination of a therapeutically effective amount of DPP-IV inhibitor and a therapeutically effective amount of SGLT2 inhibitor for reducing blood glucose level in patients with diabetes. The present invention specifically relates to a stable pharmaceutical composition comprising Sitagliptin or a pharmaceutically acceptable salts or solvate or hydrate or premix thereof and Empagliflozin or a pharmaceutically acceptable salt or solvate or hydrate or premix thereof in the presence of one or more pharmaceutically acceptable excipients. Moreover, the present invention relates to a stable pharmaceutical composition comprising Sitagliptin Phosphate Monohydrate, Empagliflozin and one or more pharmaceutically acceptable excipients with high content uniformity, reduced degradation impurities and optimum dissolution.

Abstract: An information handling system executing a predictive hash table and carbon dioxide (CO2) minimizing system may comprise a network interface device to receive from a remote data center deduplication process workload metrics, fingerprint hash table size metrics, and a current reserved memory size allocated for storage of a fingerprint hash table, a processor executing code instructions to predict a future workload of deduplication processes and a future fingerprint hash table size to determine a predicted amount of memory to reserve for storage of a future fingerprint hash table based on the predicted future workload of deduplication processes and fingerprint hash table size, and to determine an over-allocated portion of the current reserved memory size where the network interface device transmits an instruction to the data center to limit power provided to the over-allocated portion of the current reserved memory size.

Abstract: An external coil system for a transcutaneous energy transfer system (TETS), the external coil being configured to transfer energy sufficient to power and implantable blood pump. The system includes a housing containing the external coil, the housing includes a thermal insulating base, the external coil being partially disposed within the thermal insulating base and a thermally conductive plastic, the external coil being partially disposed within the thermally conductive plastic.

Abstract: A method by a wearable device is described. The method includes receiving geometric information from a controller. The geometric information includes a point cloud and a key frame of the controller. The method also includes receiving first six degree of freedom (6DoF) pose information from the controller. The method further includes synchronizing a coordinate system of the wearable device with a coordinate system of the controller based on the point cloud and the key frame of the controller. The method additionally includes rendering content in an application based on the first 6DoF pose information.

Abstract: Apparatuses and systems for pedestals are provided. An example pedestal may have a body with an upper annular seal surface that is planar, perpendicular to a vertical center axis of the body, and has a radial thickness, a lower recess surface offset from the upper annular seal surface, and a plurality of micro-contact areas (MCAs) protruding from the lower recess surface, each MCA having a top surface offset from the lower recess surface by a second distance less, and one or more electrodes within the body. The upper annular seal surface may be configured to support an outer edge of a semiconductor substrate when the semiconductor substrate is being supported by the pedestal, and the upper annular seal surface and the tops of the MCAs may be configured to support the semiconductor substrate when the semiconductor substrate is being supported by the pedestal.

Abstract: Evaluation data sets may be programmatically generated for code generation models. An evaluation data set is obtained that includes items that correspond to different evaluation tests for a code generation system. The individual items of the evaluation data set maybe converted, including the conversion of a function signature for the items, the test statements for the items and using a code generation system to generate the body of the function.

Abstract: Devices and techniques are described for augmented reality furniture layout recommendation. In some examples, first data comprising a three dimensional (3D) model of a room is received. Second data representing an intended usage of the room may be received. A first machine learning model may generate a first collection template using the first data and the second data. The first collection template may include first bounding box data representing a first category of furniture and second bounding box data representing a second category of furniture. The first bounding box data representing a first bounding box having a first size and located at a first position within the 3D model at a first orientation. The second bounding box data representing a second bounding box having a second size and located at a second position within the 3D model at a second orientation.

Abstract: In one aspect, an example method includes (i) obtaining, by a computing system, video data representing video content; (ii) analyzing, by the computing system, the video data to identify an event that is a subject of the video content; (iii) using, by the computing system, the identified event as a basis to select audio content; and (iv) performing, by the computing system, an operation that facilitates editing the video content to include the selected audio content.

Abstract: A system and a process for capturing Carbon Dioxide (CO2) from flue gases are disclosed. The process comprises feeding a flue gas comprising CO2 to at least one Rotary Packed Bed (RPB) absorber rotating circularly. A solvent may be provided through an inner radius of the RPB absorber. The solvent may move towards an outer radius of the RPB absorber. The solvent may react with the flue gas in a counter-current flow. The process further includes passing the flue gas through at least one of a water wash and an acid wash to remove traces of the solvent present in the flue gas. Finally, the solvent reacted with the CO2 may be thermally regenerated for re-utilizing the solvent back in the process.

Abstract: A method is disclosed for integrating a simulated reality training environment and an augmented reality environment. The method comprises receiving simulated reality training feedback associated with performance of a simulated task in the simulated reality training environment; determining a source of error in the performance of the simulated task in the simulated reality training environment based on the simulated reality training feedback; determining a preventative action for preventing occurrence of the source of error during a real-world task to be performed in the augmented reality environment; generating virtual content based on the preventative action to assist a user in avoiding the source of error during the real-world task to be performed in the augmented reality environment; and causing the virtual content to be displayed to the user in the augmented reality environment during performance of the real-world task.

Abstract: One or more aspects of the present disclosure relate to increasing the performance of a storage array using activity and compressibility-based data compression. In embodiments, an input/output (IO) workload is received at a storage array. Additionally, at least one address space of at least one logical storage device with an IO activity corresponding to an activity characteristic and compressibility corresponding to a compressibility characteristic is identified. Further, if a data reduction requirement (DRR) of the storage array is unsatisfied, IO write requests of the IO workload targeting the identified address spaces of each logical device are compressed.

Abstract: An information handling system executing a software test suite green data center policy generation system comprising a network interface device receiving data center hardware utilization analytics and a software test suite identifier for a selected software test suit and a processor to identify a reserved capacity of the data center processing system reserved for general execution of software test suites according to general quality of service requirements for input/output commands and to predict a future data center processor utilization rate and execution duration for the selected software test suite by forecasting actual use of data center resources during a future execution of the selected software test suite that is below the reserved capacity, and the network interface device to transmit an instruction to throttle power supplied to an over-allocated portion of the data center resources from the reserved capacity duration execution of the selected software test suite.

Abstract: Systems and methods are described herein for generating a playlist for a simultaneous presentation of a plurality of media assets. The system retrieves a user preference associated with a user profile and receives a selection of a first media asset and a second media asset from the plurality of media assets for presentation on a user device. The system parses the respective audio streams of the first media asset and the second media asset to identify one or more preferred audio segments based on the user preference and generates the playlist of the identified one or more preferred audio segments. Based on a generated audio playlist, the system generates, for presentation on the user device, the video stream for each of the first media asset and the second media asset and the playlist of the identified one or more preferred audio segments.

Abstract: Systems, apparatuses, methods, and computer program products are disclosed for two-stage application testing using generative artificial intelligence. An example method includes receiving, by communications hardware, an application and a first context setting and testing, by preliminary testing circuitry, the application using a preliminary testing model. The example method further includes generating, by advanced testing circuitry and using a scenario generation model, one or more first context-based testing scenarios based on the first context setting and testing, by the advanced testing circuitry, the application using an advanced testing model, where the advanced testing model uses the one or more first context-based testing scenarios.