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Using Machine Learning Models to Generate Connectivity Graphs for Conditional Handover Procedures

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Summary

The European Patent Office published patent application EP4476936A1 by Telefonaktiebolaget LM Ericsson (publ) covering machine learning models that generate connectivity graphs between device and network nodes for conditional handover procedures in wireless communications. The invention addresses handover optimization in cellular networks using graph neural networks and transformer architectures. No regulatory obligations or compliance deadlines are associated with this patent publication.

What changed

Ericsson has been granted a European patent publication (EP4476936A1) for a system using machine learning models, specifically graph neural networks and transformers, to generate connectivity graphs between user devices and network nodes for conditional handover procedures in cellular networks. The technology classifies connections based on signal measurements and predicts handover success probabilities. Inventors are Selim Ickin and Jalil Taghia, with the application covering all designated EPC contracting states.

This is a patent publication rather than a regulatory instrument, imposing no compliance obligations on third parties. Technology companies developing telecommunications equipment or network optimization solutions should review the claims for potential licensing considerations or to assess freedom-to-operate in the European market. Patent attorneys may wish to monitor related proceedings or family applications in other jurisdictions.

Archived snapshot

Apr 1, 2026

GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.

← EPO Patent Bulletin

USING MACHINE LEARNING MODELS TO GENERATE CONNECTIVITY GRAPHS BETWEEN DEVICE AND NETWORK NODES FOR USE IN CONDITIONAL HANDOVER PROCEDURES

Publication EP4476936A1 Kind: A1 Mar 25, 2026

Applicants

Telefonaktiebolaget LM Ericsson (publ)

Inventors

ICKIN, Selim, TAGHIA, Jalil

IPC Classifications

H04B 7/185 20060101AFI20260219BHEP G06N 3/047 20230101ALI20260219BHEP G06N 3/044 20230101ALI20260219BHEP G06N 3/098 20230101ALI20260219BHEP H04W 36/00 20090101ALI20260219BHEP H04W 36/36 20090101ALN20260219BHEP

Designated States

AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LI, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR

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Last updated

Classification

Agency
EPO
Published
March 25th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
EP4476936A1

Who this affects

Applies to
Technology companies Telecommunications firms
Industry sector
5170 Telecommunications 5112 Software & Technology
Geographic scope
European Union EU

Taxonomy

Primary area
Telecommunications
Operational domain
Legal
Topics
Artificial Intelligence Cybersecurity

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