公开(公告)号：US20250077562A1

公开(公告)日：2025-03-06

申请号：US18242933

申请日：2023-09-06

Applicant: Cisco Technology, Inc.

Inventor： Jayanth Srinivasa ,  Ali Payani ,  Ramana Rao V. R. Kompella

IPC: G06F16/34 ,  G06F16/338 ,  G06F40/106 ,  G06F40/289

Abstract: In one implementation, a device receives relevancy parameters from a user interface indicative of how relevant different portions of a text document are to a user. The device segments the text document into segments based on the relevancy parameters. The device generates a summary of the text document using the segments. The device provides, to the user interface, the summary of the text document and an indication of how much each of the segments contributed to the summary.

公开(公告)号：US20240378455A1

公开(公告)日：2024-11-14

申请号：US18196062

申请日：2023-05-11

Applicant: Cisco Technology, Inc.

Inventor： Jayanth Srinivasa ,  Myungjin Lee ,  Ramana Rao V. R. Kompella

IPC: G06N3/098

Abstract: In one embodiment, a device makes a determination that performance of a global model generated by aggregating local models trained by a plurality of trainer nodes in a federated learning system has experienced a degradation. The device selects, in response to the determination, a particular trainer node from among the plurality of trainer nodes to generate debugging metrics. The device provides an indication that the particular trainer node is a root cause of the degradation.