Abstract: A method includes obtaining a plurality of training samples that each include a respective speech utterance and a respective textual utterance representing a transcription of the respective speech utterance. The method also includes fine-tuning, using quantization and sparsity aware training with native integer operations, a pre-trained automatic speech recognition (ASR) model on the plurality of training samples. Here, the pre-trained ASR model includes a plurality of weights and the fine-tuning includes pruning one or more weights of the plurality of weights using a sparsity mask and quantizing each weight of the plurality of weights based on an integer with a fixed-bit width. The method also includes providing the fine-tuned ASR model to a user device.

Abstract: Described herein are methods of treating pyruvate kinase deficiency (PKD), sickle cell disease or thalassemia with mitapivat or a pharmaceutically acceptable salt thereof, or use of the drug for the treatment of these conditions, in combination with or in the absence of with a secondary drug, such as an inducer or an inhibitor of cytochrome P450. Various doses and dosing regimens of mitapivat in monotherapy and in concomitant medications are described.

Abstract: Disclosed systems and methods for securing an information handling system monitor for certain predetermined events, and, upon detecting any one of the predetermined events, requesting ownership data indicative of the authorized or recognized owner. In some embodiments, the ownership data is conveyed via a digital certificate establishing a trusted relationship between the owner and the information handling system. The digital certificate cryptographically associates a manifest of the system's key components and a device identifier such as a service tag.

Abstract: Provided herein, in various embodiments, are compounds of general formula I: for use in the treatment of preeclampsia and preeclampsia associated conditions eclampsia, haemorrhagic stroke, haemolysis, elevated liver enzymes and low platelet count (HELLP) syndrome, placental abruption, renal failure and pulmonary oedema. Also described in embodiments herein are compounds of general formula II or general formula III for use in the prevention of cancer.

Abstract: A system for providing situational recommendations within a vehicle includes a system controller in communication with a plurality of onboard sensors, the plurality of onboard sensors adapted to collect real-time data related to a location of the vehicle and operating conditions of the vehicle, a database in communication with the system controller adapted to store data related to past actions and data related to a location of the vehicle and operating conditions of the vehicle when such past actions occurred, the system controller including a driver specific machine learning model adapted to predict a desired action based on the real-time data related to the location and operating conditions of the vehicle and data from the database, the system controller further adapted to initiate the predicted desired action, receive input from an occupant within the vehicle, and update the driver specific machine learning model.

Abstract: Various embodiments comprise a wireless communication network to qualify user devices for network policy association. In some examples, the wireless communication network comprises a network data system. The network data system receives an equipment identity check request transferred by a control plane that comprises an International Mobile Equipment Identifier (IMEI) for a User Equipment (UE). The network data system reads the IMEI to determine a Type Allocation Code (TAC) for the UE. The network data system compares the TAC for the UE to an IMEI TAC database indicating when Policy Control Function (PCF) registration is available for the UE and determines when the PCF registration is when is available for the UE. The network data system transfers an equipment identity check response that indicates when the PCF registration is available for the UE to the control plane.

Abstract: Techniques for identifying locations of network devices in a fabric network. The method includes a network controller and/or control plane of a network fabric coupled to an access switch at a software-defined access (SDA) site. At least one mapping is registered at the SDA site and sent with the location data from the access switch to the network controller. The network controller and/or control plane is configured to at least one of to learn, update, and publish location data of a destination address from at least one mapping received from the access switch by the location data being associated with a mapping at the SDA site and destination address. The network controller identifies the location of the destination address from a received request based on associating the destination address with the location learned from the location data of at least one mapping that has been registered at the SDA site.

Abstract: An on-demand scheduling request (SR) design is disclosed. Such an on-demand or triggered SR operation provides pre-configuration of user equipments (UEs) with triggered SR resources. Base stations may also configure UEs to monitor for a trigger signal within a bit field of control signaling from the base station. Upon detecting the trigger signal within such bit field, the UEs may use the triggered SR resources for transmitting triggered SR requests. Such use of the triggered SR resources may be in response to UEs detected cancelation of other periodic configured SR resources.

Abstract: Methods and systems for a storage environment are provided. One method includes copying a data unit from a first temporary storage location corresponding to each zoned solid-state drive (ZNS SSD) of a first ZNS SSD set of a storage system to a first XOR module, while determining a first partial horizontal parity using the data unit stored in the first temporary storage location; and determining a vertical parity for each ZNS SSD of the first ZNS SSD set using the data unit provided to the first XOR module in a current cycle and vertical parity determined from a previous cycle.

Abstract: Aspects relate techniques for facilitating resumption of a sidelink transmission after cancellation of the sidelink transmission within resources that overlap with an additional transmission. A transmitting wireless communication device may receive control information from a network entity including a cancellation indication indicating overlapping resources between the resources scheduled for the sidelink transmission and resources scheduled for the additional transmission. Based on the cancellation indication, the transmitting wireless communication device may cancel the sidelink transmission within cancelled resources including at least the overlapping resources and transmit the sidelink transmission via remaining resources of the scheduled resources for the sidelink transmission outside of the cancelled resources.

Abstract: Aspects of the present disclosure include methods, apparatuses, and computer readable media for identifying a plurality of radar signals including a first radar signal during a first interval and a second radar signal during a second interval, identifying a first subinterval within the first interval, identifying a second subinterval within the second interval, refraining from transmitting downlink information during the first subinterval, and transmitting the downlink information during the second subinterval.

Abstract: This disclosure provides methods, devices and systems for access point (AP) steering or frequency band steering based on a location of a station (STA). In some aspects, an AP may determine the location of the STA based on timing information and may steer the STA based on the location. To obtain the timing information, the AP may exchange fine timing measurement (FTM) frames with the STA. The AP may determine a distance between itself and the STA based on the timing information. The AP also may obtain distance information from other APs. Using the distance between itself and the STA, as well as the distance information from other APs, the AP may determine a location of the STA and steer the STA based on its location. The AP may steer the STA to a different frequency band of the same AP or to different AP altogether.

Abstract: Systems and methods of communicating use device level throttling. Some embodiments relate to a method of communicating in a network. The systems and methods can provide a first communication associated with a device for issuance, issue the first communication if a queue depth value for the device is less than an issued communication value, and listing the first communication on a pend list for the device if a queue depth value for the device is less than the issued communication value.

Abstract: A semiconductor structure includes a first transistor adjacent a second transistor. The first transistor includes a first gate metal layer over a gate dielectric layer, and the second transistor includes a second gate metal layer over the gate dielectric layer. The first and the second gate metal layers include different materials. The semiconductor structure further includes a first barrier disposed horizontally between the first gate metal layer and the second gate metal layer. One of the first and the second gate metal layers includes aluminum, and the first barrier has low permeability for aluminum. A bottom surface of the first gate metal layer is directly on a top surface of the first barrier.

Abstract: This disclosure describes techniques to operate a control plane in a network fabric. The techniques include determining a stateless rule corresponding to communication between a first segment of the network fabric and a second segment of the network fabric. The techniques further include configuring the control plane to enforce the stateless rule.

Abstract: A thermal management system enables fluid coupling of the cooling circuits for the battery and the propeller arrangements. More than one propeller arrangement can be serviced by the same cooling circuit, but distribution of the coolant may be finessed. Optional pathways are provided to use heated coolant for heating (e.g., de-icing, cabin heating, etc.) before cooling the coolant. Fluid coupling of conduits between and/or within the cooling circuits provide redundancy to accommodate various faults and equipment malfunctions.

Abstract: A machine learning based computing method for computing optimal time for sending email, is disclosed. The machine learning based computing method includes steps of: receiving inputs from second users; extracting data associated with the first users and the second users from databases, based on the inputs received from the second users; computing electronic mail feature scores based on the extracted data associated with the first users and the second users, for each specified interval of contact prediction window; computing first user electronic mail scores for each specified interval of the contact prediction window based on the electronic mail feature scores for each specified interval of the contact prediction window, using a machine learning model; and computing at least one of: the optimal times and a prioritized list of the optimal times by ranking each specified interval of the contact prediction window associated with the first user electronic mail scores.

Abstract: An oral appliance (OA) made as upper and lower splints or denture set of a user to facilitate adjustable mandibular advancement using an adjustable strap system assisting in partially or fully reducing snoring and thus ameliorating obstructive sleep apnea (OSA). The mandibular advancement is realized by a single adjustable strap avoiding providing a set of straps. Excess recess in strap assembly facilitates variation in mandibular advancement even after locking gross length of strap. An optional additional modular breathing assist device is disclosed that may serve the purpose of controlling quantity of air flow from mouth or oral cavity of a user during exhaling from the airway enhancing the anti-snoring function.

Abstract: A door and hold open rod assembly of an aircraft includes a door, and a hold open rod assembly secured to the door. The hold open rod assembly is configured to support the door in an opened position when the hold open rod is deployed. The hold open rod assembly includes a first rod segment extending along a rod central axis, a second rod segment surrounding the first rod segment and in a telescoping arrangement with the first rod segment, and a locking apparatus operably connected to the first rod segment and the second rod segment, the locking apparatus configured to automatically lock the first rod segment in an extended position relative to the second rod segment.

Abstract: Systems, methods, and apparatuses related to a network for behavior modeling are described. A network can include surveillance devices that are each configured to collect pedestrian behavior data corresponding to a geographic region and output local pedestrian behavior model updates to a municipal communication node for the geographic region. The municipal communication node is configured to receive the local pedestrian behavior model updates and output the local pedestrian behavior model updates to a global pedestrian behavior model to aggregate the local pedestrian behavior model updates. A processing device is coupled to the municipal communication node and is configured to output the global pedestrian behavior model to the municipal communication node.