Abstract: Systems and techniques are provided for generating depth information. For example, a process can include obtaining a first feature volume including visual features corresponding to each respective frame included in a first set of frames. A first query generator network can generate reconstruction features associated with a reconstructed feature volume corresponding to the first feature volume. Based on the first feature volume, a second query generator network can generate motion features associated with predicted future motion corresponding to the first feature volume. An initial depth prediction can be generated for each respective frame based on cross-attention between features of a depth prediction decoder, the reconstruction features, and the motion features. A refined depth prediction can be generated for each respective based on cross-attention between the initial depth prediction, the reconstruction features, and the motion features.

Abstract: Disclosed herein are pharmaceutical compositions in the form of a suspension for oral delivery. Some embodiments provide a pharmaceutical composition in the form of a suspension for oral delivery comprising an active pharmaceutical ingredient; water; a suspending agent; a buffering agent; and one or more of a wetting agent and a binder/filler. In some embodiments, the active pharmaceutical ingredient is selected from quetiapine, sildenafil, tadalafil, cinacalcet, ticagrelor, mycophenolate, aprepitant, zonisamide, and primidone.

Abstract: Systems and techniques are provided for generating depth information from one or more images. For example, a process can include obtaining a first depth map corresponding to an input comprising an image of the one or more images and a sparse depth measurement. A three-dimensional (3D) point cloud can be generated based on the first depth map and multi-scale visual features of the input, wherein the 3D point cloud includes a plurality of 3D point features uplifted from the multi-scale visual features. At least a portion of the plurality of 3D point features can be processed using one or more self-attention layers to generate refined 3D point features. A two-dimensional (2D) projection of the refined 3D point features can be generated and a second depth map can be generated based on the 2D projection of the refined 3D point features.

Abstract: An integrated circuit (IC) includes one or more active transistors and multiple series-coupled dummy transistors. The dummy transistors are coupled between two active transistors and/or at the ends of each active transistor. When the dummy transistors are coupled between two active transistors, apart from two conductive regions that are coupled to two active transistors, each remaining conductive region of the dummy transistors is maintained in a floating state to control a leakage current between the two active transistors. Similarly, when the dummy transistors are coupled at an end of one active transistor, apart from one conductive region that is coupled to the active transistor, each remaining conductive region of the dummy transistors is maintained in the floating state to control a leakage current between the active transistor and the dummy transistors.

Abstract: Various example embodiments of the inventive concepts include a SRAM apparatus including a left memory array and right memory array, each of the left memory array and the right memory array including a left memory array and a right memory array, each comprising a plurality of columns, the plurality of columns in each of the left memory array and the right memory array divided into a plurality of segments, and each of the segments comprising a plurality of memory bit cells, and central driver circuitry comprising a plurality of driver devices, each of the plurality of driver devices communicatively connected to a corresponding segment of the plurality of segments through a corresponding metal control line of a plurality of metal control lines, the central driver circuitry configured to route at least one array signal to at least one segment of the plurality of segments.

Abstract: Stateless playback is performed by receiving a request from a media playback device, the request requesting a playback position associated with a collaborative media consumption session. Upon receiving the request, a playback position for the collaborative media consumption session is computed. The playback position is then communicated to the media playback device.

Abstract: A multi-arm robotic surgical system having an endoscopic camera (C) coupled to a robotic arm and a plurality of surgical instruments each detachably coupled to a robotic arm. The multi-arm robotic surgical system further comprises of a surgeon console having a master controller, a left-hand controller and a right-hand controller, a three-dimensional (3D) HD monitor, a two-dimensional (2D) touch screen monitor, a pair of trackable 3D glasses to be worn by the surgeon, a head tracking camera, a foot pedal controller, a control panel for performing emergency system functions, an electrosurgical unit interface, an image processor configured to process a 3D image data received from the endoscopic camera (C), a digital device configured to prepare an image data by using the processed 3D image data received from the image processor and superimposing it with a 2D overlay including a status of the plurality of surgical instruments and display on the 3D HD monitor and a patient side staff 3D monitor.

Abstract: A system and a method to enhance the continuity of care for a patient is disclosed. The method disclosed herein includes accessing the patient's data available in one or more formats, where the patient's data includes a pre-stored data, a real-time generated data or a combination thereof. The patient's data is then processed using machine learning techniques and language learning model by extracting relevant information from the patient's data. Further, the one or more patient-specific assignment recommendations are generated in correspondence to the processed patient's data, where the assignment recommendations are designed to address a condition management in the patient.

Abstract: An aspect of the present disclosure facilitates performance of node management actions in a computing infrastructure having diverse node interfaces. In one embodiment, a configuration data is maintained, the configuration data specifying plugins designed to communicate with different node interfaces installed on the nodes of a computing infrastructure. The plugins are corresponding implementations of a common client interface. Upon receiving from the client application, via the common client interface, a management action to be performed on a desired node, the configuration data is inspected to identify a specific plugin corresponding to the node interface installed on the desired node. The node management action is then performed on the desired node using the identified specific plugin. Accordingly, the client application can be implemented agnostic to the specific node interfaces installed on a node.

Abstract: At least one non-transitory machine-readable medium includes machine-readable instructions to cause at least one processor circuit to at least: receive a first event message from an event log, the first event message including (i) a first identifier of a first event for a first process and (ii) a first timestamp of the first event; determine, based on the first identifier, a type of the first event to be a client call finish; determine the first identifier is active; record the first identifier, the first timestamp, and the first event in a memory; determine that at least one of a client call interface registration event or a client call endpoint registration event that has the first identifier was received; reattribute the first process; and remove the first identifier, the first timestamp, and the first event from the memory.

Abstract: An example apparatus comprises memory, first instructions, and programmable circuitry to be programmed by the first instructions to associate a first portion of metadata with a first category, the metadata corresponding to a cloud resource of a cloud account, associate a second portion of the metadata with a second category, and determine a template based on the first portion being greater than the second portion, the template associated with the first category, the template including second instructions to define a target state to be enforced on the cloud account.

Abstract: A chip package and method for fabricating the same are provided that include a IC dies bonded to a thermal carrier having a plurality of metallic pillars. In one example, a chip package includes an interconnect routing structure and a first die disposed on a first surface of the interconnect routing structure. The first die has a circuitry connected to a circuitry of the interconnect routing structure. The chip package also includes a second die at least partially disposed over the first die. The second die has a circuitry connected to the circuitry of the first die. A thermal carrier is bonded on the second die. At least one of the thermal carrier, the first die, or the second die includes a plurality of metallic pillars configured to transfer heat, wherein the plurality of metallic pillars are electrically floating.

Abstract: Methods that may be performed by a host controller and a memory controller of a computing device. The method synchronizes memory tables between the storage device and a host device by modifying an indicator in a first memory table on the storage device in response to a change in a memory mapping, the first memory table mapping logical addresses to physical addresses of memory on the storage device, the indicator identifying one or more address mapping changes of the first memory table, notifying the host device that the first memory table has been modified, and transmitting to the host device at least a portion of the first memory table including the one or more address mapping changes. The storage device processes memory requests from the host device based on one or more addresses affected by the one or more address mapping changes.

Abstract: Methods that may be performed by a universal flash storage (UFS) device of a computing device for configuring flash memory cells. Various embodiments may include setting a number of degraded triple-level cells (TLCs) attribute, and configuring at least one degraded TLC as at least one single-level cell (SLC) based on the number of degraded TLCs attribute, the at least one degraded TLC being not functional as a TLC and functional as an SLC. Some embodiments may include identifying the at least one degraded TLC based on at least one degradation attribute associated with the at least one degraded TLC, the at least one degradation attribute configured to indicate that the at least one degraded TLC is not functional as a TLC, and identifying an amount of degraded TLCs that are not functional as a TLC.

Abstract: A fluid adhesive dispenser device includes a housing having a passageway through the housing and a port at a distal end of the passageway. The dispenser device also includes a container at least partially within the housing configured to contain a single-use amount of the fluid adhesive. The container is configured to be opened allowing the fluid adhesive contained therein to be actively expelled from the container through the passageway and the port of the housing. A method of manufacture of the fluid adhesive dispenser device includes providing the dispenser device filled with the single-use amount of the fluid adhesive and sterilizing the filled device.

Abstract: The present invention relates to Human Immunodeficiency Virus (HIV) prevention and treatment. In particular, the invention relates to a pharmaceutical composition comprising: cabotegravir; a wetting agent; a stabilizer; and a tonicity adjuster; wherein cabotegravir is present in the form of particles having a mass median diameter (X50) of between (and including) 2.5 ?m and 10 ?m.

Abstract: Methods and apparatuses directed to memory fault detection mechanisms within die architectures. In some examples, a die package includes decoder logic that receives multiple data words, and a first error correcting code for each of the data words. The decoder logic generates, for each of the data words, a second error correcting code based on a corresponding one of the data words. Further, the decoder logic generates, for each of the data words, an error status based on the first error correcting code and the second error correcting code that corresponds to each of the data words. The die package also includes error generation logic that receives the error status for the data words from the decoder logic, and generates error data based on a combination of the error statuses for the data words. The error generation logic can store the error data in a memory device.

Abstract: A system and method for automatically generating a medical session report is disclosed. The system receives patient's data and processes it using machine learning techniques and language learning models by extracting relevant information from the patient's data. The one or session note is automatically generated based patient's data, processed patient's data, and the one or more pre-stored information. The generated one or more session notes are compiled to automatically generate a medical session report of the patient. Further, the medical session report is communicated with one or more remote users including insurance companies, parents and/or a Clinician.

Abstract: A system includes computer-readable media configured to store a plurality of objects representing intent graph models of a network, and processing circuitry coupled to the computer-readable media. The processing circuitry is configured to receive a request indicating a requested time, determine one or more first objects of the plurality of objects, the first objects storing an intent graph model associated with a first time, the first time different from the requested time, determine one or more second objects of the plurality of objects, the second objects storing difference information indicating one or more changes to the intent graph model associated with the first time that occurred after the first time, apply the changes to the intent graph model associated with the first time to generate an intent graph model associated with the requested time, and output an indication of the intent graph model associated with the requested time.

Abstract: A processor-implemented method for image or text processing includes receiving, by an artificial neural network (ANN) model, a set of tokens corresponding to an input. A token interaction block of the ANN model processes the set of tokens according to each channel of the input to generate a spatial mixture of a set of features for each channel of the input. A feed forward network block of the ANN model generates a mixture of channel features based on the spatial mixture of the set of features for each channel of the input. An attention block of the ANN model determines a set of attended features of the mixture of channel features according to a set of attention weights. In turn, the ANN model generates an inference based on the set of attend features of the mixture of channel features.