Abstract: An apparatus and method for efficiently performing efficient data storage and data transfer of machine learning data. In various implementations, one of the multiple processing circuits of the computing system retrieves matrix of machine learning (ML) model weights (or weights). The processing circuit performs magnitude normalization across one or more channel dimensions of the matrix of weights. The processing circuit performs activation magnitude normalization across one of the channel dimensions of the input activation values. The processing circuit generates a pruning mask for the matrix of weights based on a combination of the weight magnitude normalization and the activation magnitude normalization.

Abstract: An apparatus and method for efficiently performing efficient data storage and data transfer of machine learning data. In various implementations, one of the multiple processing circuits of the computing system retrieves matrix of machine learning (ML) model weights (or weights). The processing circuit generates the Kronecker product for each vector (row) of the retrieved query weights matrix. The processing circuit replaces, for each vector (row), each element of the vector (row) with a self-multiplication term. The processing circuit scales, for each vector (row), each element of the vector (row) where the scales are dependent on the denominator of the terms. The processing circuit performs these steps for each element of each vector (row) of the key weights matrix. The processing circuit generates the dot product of the transformed query weights matrix and the transformed key weights matrix.

Abstract: Molybdenum (Mo) metal-on-metal (MoM) deposition methods for providing true bottom-up fill in vias and/or other gap features in device structures. These device structures contain metal at the bottom surface and have dielectric sidewalls. The deposition process provides molybdenum growth only, in some cases, on the metal film/layer to provide a selective process that can be called a metal-on-metal (MoM) process. The Mo MoM deposition process described herein are not limited to thin films (e.g., films less than 50 ?) and can be used to deposit thicker films (e.g., greater than 50 ? in some cases and greater than 200 ? in other useful cases) on metal surfaces while no, or substantially no, deposition is found on dielectric surfaces.

Abstract: A pickleball paddle including a handle portion and a head portion is disclosed. The head portion is operably connected to the handle portion and includes a core portion, a first layer, a second layer, and a reinforcing member. The core portion defines an edge, a first surface, and a second surface. The first layer is disposed adjacent the first surface of the core portion and is made from a first material. The second layer is disposed adjacent the second surface of the core portion, is parallel to the first layer, and is made from the first material. The reinforcing member is disposed within the core portion and is in contact with the first layer and the second layer. A first section of the reinforcing member is oriented at a non-perpendicular angle relative to the first layer.

Abstract: Some embodiments of the teachings herein include a method for registering a mobile device in an automation system including an automated device, a management server, and a mobile device. An example includes: installing a subroutine operation container on the mobile device; loading a web page to the subroutine operation container from the management server; activating the web page to check capability of the mobile device; sending an overview of the capability from the subroutine operation container to the management server; and registering the subroutine operation container and the overview of the capability in a registration table on the management server.

Abstract: A method, apparatus, and system for managing a network management intent are provided. A consumer entity provides, for a producer entity in an intent creation or modification request message, a trigger condition related to priority adjustment of an intent. This way the producer entity can automatically adjust a priority of the intent when the condition for triggering the priority adjustment of the intent is met. This helps adjust the priority of the intent in a timely manner, ensuring the service experience of a customer.

Abstract: Embodiments of the present disclosure relate to transmission of sidelink feedback information on unlicensed spectrum. The first device transmits a configuration to a second device and a third device. The configuration indicates a primary resource and at least one backup resource, where the primary resource is to be used by the third device for transmitting feedback information of a sidelink transmission to the second device, the sidelink transmission being transmitted by the second device on an unlicensed resource, and the at least one backup resource is to be used by the third device for transmitting the feedback information of the sidelink transmission without performing a channel assessment.

Abstract: Disclosed are a quantum dot light-emitting device and a manufacturing method therefor, and a display apparatus, including: coating a substrate with a quantum dot solution, wherein each quantum dot includes a quantum dot body and a first crosslinkable ligand connected to the surface of the quantum dot body, and when the quantum dots are in a solution state, the first crosslinkable ligand is in a decrosslinking state; carrying out cross-linking reaction on the first crosslinkable ligand of the quantum dots at a first temperature; using laser to irradiate a quantum dot region to be removed after the crosslinking reaction, the quantum dots in said region being decrosslinked at a second temperature generated by laser irradiation, and a difference between the second temperature and the first temperature being greater than a preset value; and removing the quantum dots in said region to form a patterned quantum dot layer.

Abstract: Disclosed in the embodiments of the present disclosure are a display substrate, a manufacturing method therefor and a display device. The display substrate comprises a plurality of top-emitting quantum dot light-emitting devices, wherein each top-emitting quantum dot light-emitting device comprises: a first electrode and a second electrode arranged opposite to each other, a quantum dot light-emitting layer located between the first electrode and the second electrode, and an electron transport layer located between the first electrode and the quantum dot light-emitting layer; and a metal reflective layer is provided inside the electron transport layer.

Abstract: Stacked circuit board structures, methods of assembly, and an alignment fixture are described. In an embodiment, a stacked circuit board structure includes bottom and top circuit boards with aligned alignment notches and alignment holes. Alignment of the stacked circuit boards may be achieved with an alignment fixture including rocking pins that mate with the alignment notches and alignment holes.

Abstract: The present disclosure relates to the field of image definition recognition, and discloses a logging image definition recognition method and device, medium and electronic equipment. The method comprises: establishing a logging image sample library comprising a plurality of logging images; acquiring actual definition information corresponding to the respective logging images; acquiring a plurality of definitions corresponding to the respective logging images; determining target weights corresponding to the respective target image definition determination algorithms according to the plurality of definitions and the actual definition information corresponding to the respective logging images; and determining a definition of a target logging image by the respective target image definition determination algorithms and the target weights corresponding to the respective target image definition determination algorithms.

Abstract: A ducted fan aerial vehicle includes a duct, a vehicle body connected to the duct, and a power assembly connected to the vehicle body. The duct includes a duct unit including a duct hole. At least part of the duct unit is a hollow structure. The power assembly is at least partially located in the duct hole, and is configured to cooperate with the duct to provide aerodynamic thrust.

Abstract: The present disclosure relates to a display panel and a display device. The display panel includes a base substrate and a pixel layer stacked at a side of the base substrate. The pixel layer includes at least two regions, each of the at least two regions is provided with at least one quantum dot material layer, and the number of the at least one quantum dot material layer provided in one region is greater than the number of the at least one quantum dot material layer provided in the other region.

Abstract: The present disclosure provides a solid state disk reading method and apparatus, a device, and a non-volatile readable storage medium.

Abstract: The present disclosure provides a power supply apparatus for an electric vehicle, a powertrain, and an electric vehicle. The power supply apparatus includes a housing, and a first control circuit, a second control circuit, a third control circuit, a first group of bridge arms, a second group of bridge arms, a third group of bridge arms, and a fourth group of bridge arms that are accommodated in the housing. The first control circuit controls the first group of bridge arms to receive a first alternating current. The second control circuit controls two ends of the second group of bridge arms to output a first direct current or receives power supplied by a power battery. The third control circuit controls bridge arm middle points of the third group of bridge arms to output a second direct current.

Abstract: A composite treatment process includes steps: conveying the waste plastic bottles and adjusting the same to be upright, stretching, feeding, slitting, screening waste materials and plastic strips, cleaning the plastic strips, preliminarily removing water from the plastic strips, and dewatering and drying the plastic strips. According to the present invention, slit products of bottle caps and bottle collars are separated by the physical properties of the slit products of the bottle caps, the bottle collars and bottle bodies to obtain bottle body plastic strips, so that a step of removing label stickiness by heating and boiling and a step of removing cap impurities by floating and filtering are omitted, thereby reducing energy consumption and wastewater.

Abstract: One example blood pressure measurement device includes a body, a wrist strap, an airbag, an air supply and exhaust apparatus, a first sensor, and a second sensor. The airbag has an air cavity, and the airbag is connected to the body. The body includes a cavity, and the air supply and exhaust apparatus is disposed in the cavity. The air supply and exhaust apparatus includes an air intake path and an air exhaust path, and the air supply and exhaust apparatus communicates with the air cavity of the air bag. The first sensor is configured to measure an air pressure value in the air cavity. The second sensor is located on a same side of the wrist strap as the airbag, and is configured to measure a pulse wave signal.

Abstract: Compositions and methods for the diagnosis and treatment of lymphatic anomaly are disclosed.

Abstract: Disclosed is a method comprising determining, by an apparatus, whether a handover of a target user node of a plurality of user nodes would cause a latency of one or more links between the target user node and one or more other user nodes of the plurality of user nodes to be larger than a tolerable latency; selecting, by the apparatus, based at least partly on the determination, a subset of the plurality of user nodes for the handover, wherein the subset comprises at least the target user node; selecting, by the apparatus, a target access point from a plurality of access points for the handover; and transmitting, by the apparatus, to the subset of the plurality of user nodes, an indication for performing the handover from the apparatus to the target access point.