公开(公告)号：US20250030703A1

公开(公告)日：2025-01-23

申请号：US18906331

申请日：2024-10-04

Applicant: Cisco Technology, Inc.

Inventor： Petr SOMOL ,  Martin KOPP ,  Jan KOHOUT ,  Jan BRABEC ,  Marc Rene Jacques Marie DUPONT ,  Cenek SKARDA ,  Lukas BAJER ,  Danila KHIKHLUKHA

IPC: H04L9/40 ,  G06N3/045 ,  G06N3/08

Abstract: In one embodiment, a device obtains input features for a neural network-based model. The device pre-defines a set of neurons of the model to represent known behaviors associated with the input features. The device constrains weights for a plurality of outputs of the model. The device trains the neural network-based model using the constrained weights for the plurality of outputs of the model and by excluding the pre-defined set of neurons from updates during the training.