Abstract: Systems and methods for optimal split federated learning (O-SFL) in a wireless network, including: receiving, by a federal device in the wireless network, local split points associated with a deep neural network (DNN) model over a time period from at least one client device of a plurality of client devices, wherein the plurality of client devices are connected to an edge device for training the DNN model using split federated learning (SFL); determining, by the federal device, an average of the local split points; determining, by the federal device, a global split point for partitioning the DNN model between the at least one client device and the edge device based on the average of the local split points; and applying, by the federal device, the determined global split point to train the DNN model.

Abstract: An example method for communicating AI data from a sender device to a receiver device in a computing environment may include generating protocol instances of AI data; generating AI metadata description based on AI model information; sending a request comprising the AI metadata description to a receiver device for establishing a session; establishing a session by receiving a response from the receiver device based on the request; sending the AI data associated with the AI metadata description, to the receiver device based on the established session. The receiver device may receive the request and determine the compatibility of the metadata description, generate and send a response, followed by receiving the AI data associated with the AI metadata description.

Abstract: A germole-fused diarylethene-based compound is presented that includes a germanium-containing five-membered ring structure with an ethene bridge fused to photoactive bis-aryl rings. The germole-fused diarylethene-based compound isomerizes between a ring-open and a ring-closed form upon irradiation and to allow optical storage or photoswitching devices. A method to form the germole-fused diarylethene-based compound is through a rhodium catalyzed coupling between a 1-germyl-aryl-2-boronic ester, 1-germyl-heteroaryl-2-boronic ester, or 1-germyl-alkenyl-2-boronic ester with the 1,2-diarylethyne. The germole-fused diarylethene-based compounds display tunable photophysical properties of the photogenerated closed form, with excellent thermal irreversibility and a robust fatigue resistance.

Abstract: The present disclosure relates to methods and devices for managing communication of Artificial Intelligence (AI) data between devices in a computing environment. Detecting one or more sets of changes in data values associated with current data frame based on comparison between current data frame and previously generated data frame. Further, performing generation of one or more data chunks of an updated data frame, comprising one or more data segments based on the one or more sets of changes, based on one of, a first codec technique and second codec technique. Transmitting one or more data chunks to one or more receiver devices based on the respective data chunk satisfying a specified chunk size. Transmitting the one or more data chunks generated for updated data frame to one or more receiver devices based on respective data chunk satisfying a specified chunk size.

Abstract: The present invention discloses a shell of an electronic device and an electronic device. The shell includes a shell body, a matching member, and a fixing member. The shell body is provided with a concave groove and a first through hole communicated with the concave groove. The matching member is arranged on the shell body and provided with a second through hole corresponding to the first through hole. The fixing member penetrates through the second through hole and the first through hole to fix the matching member to the shell body, and the fixing member passes through the concave groove and forms a lanyard hole with a side wall of the concave groove.

Abstract: A novel additive for recycling thermoset materials, its related recyclable thermoset composition and its application are disclosed. Specifically, the composition of the additive comprises at least one copolymer that has at least one carbamate group, at least one carbonate group and/or at least one urea group, and a number-average molecular weight of the copolymer is between 100 and 50,000 Da.

Abstract: An electronic gaming system comprises a first video display, a second video display, and a game controller to select a plurality of symbols from a symbol set for display at respective ones of a plurality of symbol display positions on the first video display. Upon a trigger condition being met, the game controller awards one or more wild symbols to be incorporated into the symbol display independently of selection of the symbols from the symbol set, controls the second video display to display a first portion of a wild symbol awarding animation, and controls the first video display to display a second portion of the wild symbol awarding animation during which one or more animated objects shown in the first portion of the wild symbol awarding animation move to the first video display.

Abstract: An electronic gaming system comprises a first video display, a second video display, and a game controller to select a plurality of symbols from a symbol set for display at respective ones of a plurality of symbol display positions on the first video display. Upon a trigger condition being met, the game controller awards one or more wild symbols to be incorporated into the symbol display independently of selection of the symbols from the symbol set, controls the second video display to display a first portion of a wild symbol awarding animation, and controls the first video display to display a second portion of the wild symbol awarding animation during which one or more animated objects shown in the first portion of the wild symbol awarding animation move to the first video display.

Abstract: The present invention discloses an electrical connector and an electrical connector assembly. The electrical connector includes a circuit board, a connection port, and an insulating member. The circuit board has a conductive region, located on a surface of the circuit board. The connection port is arranged on the surface of the circuit board, and the connection port is electrically connected to the circuit board. The insulating member is arranged on the circuit board, and surrounds an outer periphery of the connection port. The insulating member includes a metal layer, arranged on an outer surface of the insulating member.

Abstract: A method for deferred rendering on an extended reality (XR) device includes establishing a transport session for content on the XR device with a server. The method also includes performing a loop configuration for the content based on the transport session between the XR device and the server. The method further includes providing pose information based on parameters of the loop configuration to the server. The method also includes receiving pre-rendered content based on the pose information from the server. In addition, the method includes processing and displaying the pre-rendered content on the XR device.

Abstract: Provided is a method for adaptively streaming an artificial intelligence (AI) model file, including determining a capability of a first electronic device and a capability of a second electronic device, network information associated with the first and second electronic devices, and AI model information associated with the AI model file; determining to adaptively stream the AI model file based on the determined capabilities and information; pre-processing the AI model file; and adaptively streaming the AI model.

Abstract: A germole-fused diarylethene-based compound is presented that includes a germanium-containing five-membered ring structure with an ethene bridge fused to photoactive bis-aryl rings. The germole-fused diarylethene-based compound isomerizes between a ring-open and a ring-closed form upon irradiation and to allow optical storage or photoswitching devices. A method to form the germole-fused diarylethene-based compound is through a rhodium catalyzed coupling between a 1-germyl-aryl-2-boronic ester, 1-germyl-heteroaryl-2-boronic ester, or 1-germyl-alkenyl-2-boronic ester with the 1,2-diarylethyne. The germole-fused diarylethene-based compounds display tunable photophysical properties of the photogenerated closed form, with excellent thermal irreversibility and a robust fatigue resistance.

Abstract: A method of accessing 3D media content based on perspective-based random access is provided. The method includes receiving the media content and metadata, wherein the metadata includes first information about a perspective and second information about at least one face onto which the 3D object is projected, and the at least one face is associated with the perspective, and performing the perspective-based random access for the media content based on the first information and the second information.

Abstract: The present invention relates to different embodiments of lighting fixtures, such as high bay lighting fixtures, comprising one or more improved features. Some of these features include the direct mounting of emitters on a heat sink and/or the use of a template-like board for providing an electrical connection between emitters. These features can improve heat dissipation from the emitters and simplify fabrication. In other embodiments, expensive lens optics of prior art SSL fixtures can be replaced with a flat lens and reflector in order to produce a fixture having a satisfactory spacing criterion.

Abstract: The present invention discloses an electrical connector and an electrical connector assembly. The electrical connector includes a circuit board, a connection port, and an insulating member. The circuit board has a conductive region, located on a surface of the circuit board. The connection port is arranged on the surface of the circuit board, and the connection port is electrically connected to the circuit board. The insulating member is arranged on the circuit board, and surrounds an outer periphery of the connection port. The insulating member includes a metal layer, arranged on an outer surface of the insulating member.

Abstract: A method of accessing 3D media content based on perspective-based random access is provided. The method includes receiving the media content and metadata, wherein the metadata includes first information about a perspective and second information about at least one face onto which the 3D object is projected, and the at least one face is associated with the perspective, and performing the perspective-based random access for the media content based on the first information and the second information.

Abstract: A casing structure including a first housing, a glue layer, and a second housing is provided. The first housing has a first inner edge. The glue layer is disposed at the first inner edge. The second housing has a second inner edge. The first housing is assembled to the second housing, and the first inner edge is aligned with the second inner edge. The glue layer abuts against the second inner edge so as to combine the first housing with the second housing. A gap formed between the glue layer and a part of the second inner edge is defined as a glue overflow buffer area.

Abstract: An electronic gaming system comprises a first video display, a second video display, and a game controller to select a plurality of symbols from a symbol set for display at respective ones of a plurality of symbol display positions on the first video display. Upon a trigger condition being met, the game controller awards one or more wild symbols to be incorporated into the symbol display independently of selection of the symbols from the symbol set, controls the second video display to display a first portion of a wild symbol awarding animation, and controls the first video display to display a second portion of the wild symbol awarding animation during which one or more animated objects shown in the first portion of the wild symbol awarding animation move to the first video display.