公开(公告)号：US12250132B2

公开(公告)日：2025-03-11

申请号：US18557739

申请日：2021-04-30

Applicant: Nokia Solutions and Networks Oy

Inventor： Abdelrahman Abdelkader ,  Stephen Mwanje

IPC: H04L43/08 ,  H04L43/06

Abstract: Fulfillment of an intent which has been submitted to an intent-driven network management system is tracked. When information about fulfillment of the intent is received, a feedback report including a measurement that indicates a level of satisfaction with the fulfillment of the intent is provided.

公开(公告)号：US20240249203A1

公开(公告)日：2024-07-25

申请号：US18408775

申请日：2024-01-10

Applicant: Nokia Solutions and Networks Oy

Inventor： Alberto Conte ,  Dario Bega ,  Tejas Subramanya ,  Abdelrahman Abdelkader

IPC: G06N20/20 ,  G06N3/0455 ,  H04L9/00

CPC classification number: G06N20/20 ,  G06N3/0455 ,  H04L9/008

Abstract: An apparatus for federated training, the apparatus comprising means for:



Transmitting a first implementation (22) of a data-processing model to a first distributed trainer, wherein the first implementation of the data-processing model comprises a first hidden part (221) and a first open part (222),
Transmitting a second implementation (23) of the data-processing model to a second distributed trainer, wherein the second implementation of the data-processing model comprises a second hidden part (231) and a second open part (232),
Receiving a first training gradient from the first distributed trainer and a second training gradient from the second distributed trainer, wherein the first gradient relates to the first open part of the first implementation of the data-processing model, wherein the second gradient relates to the second open part of the second implementation of the data-processing model,
Updating the data-processing model using the first gradient and the second gradient.