The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Jan. 13, 2026
Filed:
Jul. 18, 2023
Tsinghua University, Beijing, CN;
TSINGHUA UNIVERSITY, Beijing, CN;
Abstract
A clustering-based adaptive robust collaborative learning method includes: local models uploaded by a plurality of collaborative terminals and at least part of training data of the plurality of the collaborative terminals for training the local models are obtained, a trusted global model is trained based on the at least part of the training data; by taking trusted global model parameters as a trust guidance, a clustering operation is performed on each parameter dimension of the local models based on a predetermined optimal clustering algorithm respectively; and weights of the trusted local model parameters are determined based on similarities between the trusted global model parameters and the trusted local model parameters, to update the trusted global model parameters.