Abstract: Described herein are systems and methods for responding to user input using an agent orchestrator. A system may include a cardiac catheter, a user interface, and a computing device configured to receive, from the user interface, a first user input, receive, from the catheter, the procedure data, determine, using an agent orchestrator, a first agent selection datum, wherein determining the first agent selection datum includes generating the first agent selection datum as a function of the first user input using a trained agent selection machine learning model, using a first agent corresponding to the first agent selection datum, determine a first agent output, wherein determining the first agent output includes inputting into the first agent the procedure data, and receiving, as an output from the first agent, the first agent output, and display, using the user interface, the first agent output.

Abstract: An automobile vehicle visual wireless-based positioning system, incudes an automobile vehicle having a radio receiver. A map contains candidate locations of access-points (APs) and access-point corresponding media-access-control (MAC) IDs. A wireless range sensor determines different ranges of various detected APs visible to the automobile vehicle. An image collection feature identifies image data visible to the automobile vehicle. A real-time feature matching element matching features identified by image collection feature with data from the map. A filter receives an output from the real-time feature matching element to generate an automobile vehicle pose.

Abstract: An example system includes an array of input nodes that includes a first input node and a second input node. The system also includes a set of multiply accumulate compute (MAC) components coupled to the first and second input nodes and configured to multiply and accumulate the first analog output and the second analog output. The system further includes a classification component coupled to an output of the set of MAC components and configured to classify the outputs of the set of MAC components. The first input node includes a first sensor configured to output a first analog signal according to changes in an external environment and a first analog frontend configured to generate a first analog output corresponding to the first analog signal. The second input node includes a second sensor and a second analog frontend configured to generate a second analog output corresponding to the second analog signal.

Abstract: Described herein are lateral III-N (e.g., GaN) devices having a III-N depleting layer. A circuit includes a depletion-mode transistor with a source connected to a drain of an enhancement-mode transistor. The gate of the depletion-mode transistor and the gate of the enhancement-mode transistor are biased at zero volts, and the drain of the depletion-mode transistor is biased at positive voltage to block a current in a forward direction. Then, the bias of the gate of the enhancement-mode transistor is changed to a first voltage greater than the threshold voltage of the enhancement-mode transistor and a first current is allowed to flow through the channel in a forward direction. Then, the bias of the gate of the depletion-mode transistor is changed to a second voltage and a second current is allowed to flow through the channel in a forward direction where the second current is greater than the first current.

Abstract: The present invention relates to a low-noise bandgap reference voltage generator (100) for generating constant bandgap reference voltage, bandgap generator (102) configured to provide a reference signal; voltage generator (108) configured to, generate low noise bandgap reference voltage, produce a complementary to absolute temperature voltage at a reference voltage; comparator (114) configured to compare reference signal generated and low noise bandgap reference voltage for generating control signal; a digital logic (116) configured to generate digital data, includes a binary search module (702) configured to perform a binary search on the digital data when the generator (100) initially powered, a random number module (708) configured to generate a random number, a counter (710) configured to count up to the random number and powered up the bandgap generator (102) and a linear search module (712) configured to generate digital data by performing linear search on digital data and method for the same.

Abstract: A method for performing one-shot anatomy localization includes obtaining a medical image of a subject. The method includes receiving a selection of both a template image and a region of interest within the template image, wherein the template image includes one or more anatomical landmarks assigned a respective anatomical label. The method includes inputting both the medical image and the template image into a trained vision transformer model. The method includes outputting from the trained vision transformer model both patch level features and image level features for both the medical image and the template image. The method still further includes interpolating pixel level features from the patch level features for both the medical image and the template image. The method includes utilizing the pixel level features within the region of interest of the template image to locate and label corresponding pixel level features in the medical image.

Abstract: Some examples of the disclosure are directed to systems and methods for displaying three-dimensional models of virtual three-dimensional environments. In some examples, the three-dimensional model includes representations of the virtual object(s) included in the environment, a representation of a viewpoint of a user of the electronic device in the environment, and a representation of a viewpoint of a second user of a different electronic device in the environment. In some examples, in response to receiving an input requesting to display the virtual three-dimensional environment (e.g., at full size), the electronic device displays the virtual three-dimensional environment from the viewpoint of the user of the electronic device indicated in the model.

Abstract: In one implementation, a method herein comprises: determining a given time during which a computer network is unstable in response to a topology event within the computer network; causing, in response to the computer network being unstable, a measurement analysis process to perform network performance analysis on the computer network based on the computer network being unstable during the given time; and causing, in response to determining that the computer network is otherwise in a stable state, the measurement analysis process to perform network performance analysis on the computer network based on the computer network being stable.

Abstract: Systems and methods for query generation based on a logical data model with one-to-one joins are described. For example, methods may include accessing a join graph representing tables in a database; receiving a first query; selecting a connected subgraph of the join graph that includes the two or more tables referenced in the first query; accessing an indication that a directed edge of the connected subgraph corresponds to a one-to-one join; modifying the connected subgraph based on the indication to obtain a modified subgraph; generating one or more leaf queries based on the modified subgraph; generating a query graph that specifies joining of results from queries based on the one or more leaf queries; invoking a transformed query on the database that is based on the query graph and the queries based on the one or more leaf queries.

Abstract: The techniques described herein relate to systems and methods for capturing CO2, including an air process zone, a sorbent wheel, a humid zone, and a CO2 storage material. An inlet air stream can pass through the air process zone, and the sorbent wheel can rotate such that a portion of the sorbent wheel is alternatively exposed to the inlet air stream and to humid air in the humid zone. Sorbent material in the sorbent wheel can capture CO2 from the inlet air stream when in the air process zone and release the CO2 when exposed to the humid air in the humid zone. The CO2 storage material can store the CO2 after the CO2 is released by the sorbent material in response to being exposed to the humid air in the humid zone.

Abstract: Methods for centralized access control for cloud relational database management system resources are performed by systems and devices. The methods utilize a central policy storage, managed externally to database servers, which stores external policies for access to internal database resources at up to fine granularity. Database servers in the processing system each receive external access policies that correspond to users of the system by push or pull operations from the central policy storage, and store the external access policies in a cache of the database servers for databases. For resource access, access conditions are determined via policy engines of database servers based on an external access policy in the cache that corresponds to a user, responsive to a resource access request from a device of the user specifying the internal resource. Data associated with the resource is provided to the user based on the access condition being met.

Abstract: Apparatus, systems and methods for routing an input serial digital interface (SDI) signal from an input SDI port to an output SDI port are described. In at least one embodiment, at least one input card, at least one output card, a midplane coupled to the at least one input card and at least one output card and a controller coupled to the midplane are disclosed. At least one input card being configured to receive the input SDI signal at the input SDI port, process the input SDI signal to generate one or more packetized media streams, each including a plurality of packets, with each packet having a packet header including a source address corresponding to that packetized media stream, and transmit each packetized media stream from an IP output port to the midplane.

Abstract: Low temperature coefficient capacitors are described. In an embodiment, a capacitor includes several metal-oxide-semiconductor (MOS) transistors, where each of the several MOS transistors includes a gate, a source and a drain terminal, and where the source and drain terminals of each of the several MOS transistors are connected; several switches, where each of the switches includes two terminals; where first terminals of each of the switches from the several switches are connected together; and where a second terminal of each of the switches from the several switches is connected to a gate terminal of each of the several MOS transistors.

Abstract: Implementing a program such as a network connectivity manager in high-performance or low-power mode. The method may include a first microcontroller unit (MCU) receiving a first message while implementing a program in active mode. The first MCU generates and sends a first inter processor communication (IPC) message to a second MCU in response to the first MCU receiving the first message. The first MCU transitions from active mode to sleep mode after the first MCU sends the first IPC message to the second MCU. The second MCU transitions from sleep mode to active mode in response to the second MCU receiving the first IPC message. The second MCU implements the program after transitioning to active mode. The first MCU is in sleep mode while the second MCU implements the program. The second MCU consumes more power operating in active mode than the first MCU consumes while operating in active mode.

Abstract: A method, apparatus, and system for developing an understanding of at least one perceived environment includes determining semantic features and respective positional information of the semantic features from received data related to images and respective depth-related content of the at least one perceived environment on the fly as changes in the received data occur, for each perceived environment, combining information of the determined semantic features with the respective positional information to determine a compact representation of the perceived environment which provides information regarding positions of the semantic features in the perceived environment and at least spatial relationships among the sematic features, for each of the at least one perceived environments, combining information from the determined intermediate representation with information stored in a foundational model to determine a respective understanding of the perceived environment, and outputting an indication of the determined re

Abstract: A disclosed method facilitates an increase in utilization with respect to a resource quota allocated to a tenant from a shared resource pool. The method includes transmitting a lease request to a quota service on behalf of the tenant, where the lease request identifies a processing task and specifies quantity of cloud-based resources requested from the shared resource pool for execution of the processing task. The method further provides for determining, based on a feedback signal received from the quota service, whether grant of the lease request would cause the tenant to exceed a resource quota allocated to the tenant and dynamically decreasing parallelism of active tasks being processed by the cloud-based resources on behalf of the tenant in response to determining that grant of the lease request would cause the tenant to exceed the resource quota limit.

Abstract: A system provides capacity-based load balancing across model endpoints of a cloud-based artificial intelligence (AI) model. The system includes a consumption determination engine executable to determine a net resource consumption for processing tasks in a workload generated by a client application for input to the trained machine learning model. The system also includes a load balancer that determines a distribution of available resource capacity in a shared resource pool comprising compute resources at each of the multiple model endpoints. The load balancer allocates parallelizable tasks of the workload among the compute resources at the multiple model endpoints based on the net resource consumption of the tasks and on the distribution of available resource capacity in the shared resource pool.

Abstract: The current disclosure provides methods for an automated clinical recommendation system that generates clinical recommendations for patients of a health care system based on natural language queries submitted by care providers of the health care system. The natural language queries may be typed into a user interface (UI) of the clinical recommendation system, or submitted by voice via a microphone. The clinical recommendation system provides a clinically explainable disease state of a patient based on patient data included in a query, and recommends a next course of action (e.g., a treatment) based on clinical guidelines and population statistics, in a manner that reduces a current burden of clinicians in consulting digital clinical manuals via a series of time-consuming and cumbersome interactions with a graphical user interface (GUI) of the digital clinical manuals.

Abstract: A disclosed method reduces memory consumption of a trained sequential model. The method includes receiving, from a client application, an initial processing request identifying an input sequence to be processed by the trained sequential model and an initial value for an output size parameter specifying a requested size of output from the trained sequential model. The method further includes sequentially transmitting, to the trained sequential model, multiple partial processing requests based on the initial processing request that each specify a fraction of the initial value as the output size parameter and receiving a sequence of output responses from the trained sequential model generated in response to processing the multiple partial processing requests. The method further provides for returning, to the client application, a final merged response that includes the sequence of output responses.

Abstract: A key cam according to certain embodiments generally includes a shell, a lost motion driver, a plug, and a lock control lug. The shell extends along a longitudinal axis defining a proximal direction and an opposite distal direction. The lost motion driver is rotatably seated in a proximal end portion of the plug, and is operable to rotate the shell with lost rotational motion. The plug is rotatably seated in the shell and includes a proximal bowtie opening and a distal bowtie opening. The lock control lug is movably seated in the shell and projects into a lock control opening of the shell.