Verfahren für Föderiertes Lernen

Details

Veröffentlichungs-Nr.

EP4756676

Anmeldetag

1. Dezember 2025

Veröffentlichung

10. Juni 2026

Rechtsraum

EP

Abstract

A method, apparatus, and computer program are described comprising: receiving an input; and determining a classification of the input using a machine learning model, the machine learning model comprising a local part and a collaboratively learned part, the determining comprising: determining extracted features of the input using a feature extractor of the collaboratively learned part, the feature extractor being caused to extract features of the input; determining a set of similarity scores using a prototype layer of the local part of the model, the prototype layer being caused to determine similarities between extracted features of the input and a set of trained prototypes of the prototype layer; and determining a classification of the input using a prototypical classifier of the local part of the model, the prototypical classifier being caused determine the classification based on the similarity scores.

Anmelder

Firma

Nokia Technologies Oy

Land

🇫🇮 Finnland