SUSTAINABLE TRAINING OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING MODELS

    公开(公告)号:US20250117646A1

    公开(公告)日:2025-04-10

    申请号:US18481011

    申请日:2023-10-04

    Abstract: Methods are provided for sustainably training artificial intelligent or machine learning models. Specifically, the methods involve obtaining power supply information about at least two computing resource groups. The power supply information relates to one or more power sources that supply power to the at least two computing resource groups. The methods further involve determining, while training an artificial intelligence or machine learning model using a current computing resource group of the at least two computing resource groups, an availability of power provided to the current computing resource group from one or more renewable energy sources, based on the power supply information and migrating the artificial intelligence or machine learning model for training using a different computing resource group than the current computing resource group, based on determining a lack of the availability of power provided to the current computing resource group from the one or more renewable energy sources.

    HIDDEN-LAYER ROUTING FOR DISAGGREGATED ARTIFICIAL NEURAL NETWORKS

    公开(公告)号:US20250112832A1

    公开(公告)日:2025-04-03

    申请号:US18477476

    申请日:2023-09-28

    Abstract: Novel techniques and mechanisms enable processing of heavy deep learning workloads on standard edge network devices to optimize the overall inference throughput of the network while meeting Service Level Agreement(s) (SLAs). The techniques can include receiving a deep learning model, determining a graph structure of the deep learning model including neurons organized in layers (the layers including an input layer, a plurality of hidden layers, and an output layer), assigning to a first IP subnet, at least a part of a first hidden layer of the plurality of hidden layers, assigning to a second IP subnet, at least a part of a second hidden layer of the plurality of hidden layers, and deploying the parts of the first and second hidden layers to edge devices as containerized applications with assigned IP addresses, which may be hidden from the user and/or third party application.

    INTER-NETWORK SHORT MESSAGE SERVICE AMONG PRIVATE AND PUBLIC 5G NETWORKS

    公开(公告)号:US20250097676A1

    公开(公告)日:2025-03-20

    申请号:US18967844

    申请日:2024-12-04

    Abstract: Systems, methods, and computer-readable media are provided for inter-network messaging among private and public 5G networks. For instance, a first server on a public 5G mobile network can receive a first message directed to a first wireless device associated with a first network identity. The first server can determine, based on the first network identity, that the first wireless device is associated with a second network identity, wherein the second network identity is used to identify the first wireless device on a private 5G mobile network. The first server can send a copy of the first message to a second server on the private 5G mobile network for transmission to the first wireless device through the private 5G mobile network based on the second network identity.

    Providing adaptive transition between an inactive state and an idle state

    公开(公告)号:US12185407B2

    公开(公告)日:2024-12-31

    申请号:US17661978

    申请日:2022-05-04

    Abstract: Adaptive transition between an inactive state and an idle state may be provided. An end node device may be configured with an end node device upper threshold. Next, it may be determined that that client devices are inactive preferred. Then the client devices determined to be inactive preferred may be assigned to a Radio Resource Control (RRC) inactive state and to the end node device. One or more of the client devices previously assigned to the RRC inactive state may be assigned to an RRC idle state and to an intermediate device until a number of the client devices assigned to the end node device is less than or equal to the end node device upper threshold.

    ENERGY REDUCTION FOR STATIONS USING MULTI-LINK OPERATIONS

    公开(公告)号:US20240381253A1

    公开(公告)日:2024-11-14

    申请号:US18358793

    申请日:2023-07-25

    Abstract: Disclosed are systems, apparatuses, methods, computer readable medium, and circuits for reducing energy consumption of one or more station devices, the method including: monitoring, at a controller, energy usage by one or more station devices, on a wireless local area network (WLAN); determining, at the controller, reduction in energy consumption on the WLAN is required to meet a predetermined target; and transmitting, from the controller, a beacon that instructs the one or more station devices to enter an energy efficiency mode.

    ROAMING BETWEEN ACCESS POINTS IN THE SAME ESS USING PRE-DERIVED PTKS

    公开(公告)号:US20240381077A1

    公开(公告)日:2024-11-14

    申请号:US18356494

    申请日:2023-07-21

    Abstract: The present technology provides a mechanism for more efficient make-before-you-break roaming (MMBR) between devices in the same extended service set (ESS) that utilize a common Pairwise Master Key (PMK). Association and key management (AKM) procedures can be time-consuming, and the present technology provides for a more efficient mechanism by which the Pairwise Transient Key (PTK) can be derived in advance so that the STA can directly associate with a new AP. More specifically, the Robust Security Network Information Element (RSNIE) that is exchanged prior to key derivation and association between the STA and the AP can be enhanced to include information about the security protocols used by other APs in the extended service set (ESS), which can be used to derive respective Pairwise Transient Keys (PTKs) in advance for use with other APs.

    PHASE LOCK LOOP PHASE AMBIGUITY MITIGATION FOR MULTI-LINK OPERATION EXTRAPOLATED SOUNDING

    公开(公告)号:US20240380640A1

    公开(公告)日:2024-11-14

    申请号:US18356550

    申请日:2023-07-21

    Abstract: The present disclosure is directed to simultaneous channel sounding on multiple MLO channels followed by determining phase and amplitude corrections based on channel impulse responses obtained on each MLO channel. The corrections are then used in subsequent extrapolation of channel sounding on one channel to another. In one aspect, a method includes transmitting, on each radio interface of a first multi-link device, a corresponding sounding probe to a second multi-link device; determining, by each radio interface of the first multi-link device, a corresponding channel impulse response based on the corresponding sound probe to yield a plurality of channel impulse responses; determining an offset between the plurality of channel impulse responses; and using the offset during a subsequent extrapolation of a sounding probe on one radio interface to a second radio interface of the first multi-link device.

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