公开(公告)号：US20230385708A1

公开(公告)日：2023-11-30

申请号：US17828582

申请日：2022-05-31

Applicant: Cisco Technology, Inc.

Inventor： Myungjin Lee ,  Gaoxiang Luo ,  Ramana Rao V. R. Kompella

IPC: G06N20/20 ,  G06F16/901

CPC classification number: G06N20/20 ,  G06F16/9027

Abstract: In one embodiment, a controller for a federated learning system represents computing infrastructure for the federated learning system as a tree structure. The controller forms associations between datasets available to the federated learning system and nodes in the tree structure. The controller receives one or more instructions to perform model training in the federated learning system with datasets specified using their associations. The controller configures, in response to the one or more instructions, the federated learning system to perform the model training using the datasets specified by the one or more instructions using the tree structure.

公开(公告)号：US20240256890A1

公开(公告)日：2024-08-01

申请号：US18101620

申请日：2023-01-26

Applicant: Cisco Technology, Inc.

Inventor： Myungjin Lee ,  Dhruv Garg ,  Gaoxiang Luo ,  Ramana Rao V.R. Kompella

IPC: G06N3/098

CPC classification number: G06N3/098

Abstract: In one embodiment, a controller obtains state information from a plurality of nodes in a federated learning system. The controller determines, based on the state information, an adjustment to a topology of the federated learning system. The controller selects one or more nodes from among the plurality of nodes affected by the adjustment. The controller sends instructions to the one or more nodes, to implement the adjustment to the topology of the federated learning system.