Information centric network protocol for federated learning

    公开(公告)号:US12003404B2

    公开(公告)日:2024-06-04

    申请号:US17133314

    申请日:2020-12-23

    CPC classification number: H04L45/08 H04L47/283 H04L47/32 H04W8/005

    Abstract: System and techniques for information centric network (ICN) protocol for federated learning are described herein. An interest packet may be received on a first interface to start a federated learning round. Here, the interest packet includes a participant criterion and a federated learning round expiration. An entry, that includes the federated learning round expiration, is created in a pending interest table (PIT) for the interest packet. The interest packet is forwarded, in accordance with a forwarding information base (FIB), to a set of interfaces before the federated learning round expiration. When a data packet from a node, that meeting the participant criterion, is received in response to the interest packet, the data packet is forwarded on the first interface in accordance with the PIT entry.

    USES OF CODED DATA AT MULTI-ACCESS EDGE COMPUTING SERVER

    公开(公告)号:US20240155025A1

    公开(公告)日:2024-05-09

    申请号:US18550856

    申请日:2022-06-09

    CPC classification number: H04L67/10 G06F17/18 H04L67/289

    Abstract: An apparatus of an edge computing node, a method, and a machine-readable storage medium. The apparatus is to decode messages from a plurality of clients within the edge computing network, the messages including respective coded data for respective ones of the plurality of clients; computing estimates of metrics related to a global model for federated learning using the coded data, the metrics including a gradient on the coded data; use the metrics to update the global model to generate an updated global model, wherein the edge computing node is to update the global model by calculating the gradient on the coded data based on a linear fit of the global model to estimated labels from the federated learning; and send a message including the updated global model for transmission to at least some of the clients.

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