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EPO Patent EP4498271C0: Machine Learning Breach Prediction

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Published March 18th, 2026
Detected March 23rd, 2026
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Summary

The European Patent Office has published patent EP4498271C0 concerning machine learning for breach prediction. This patent, granted to inventors Deepen Desai, Dianhuan Lin, and Rex Shang, is effective March 18, 2026, and applies to designated states within the European Union.

What changed

The European Patent Office (EPO) has published patent EP4498271C0, titled "BREACH PREDICTION VIA MACHINE LEARNING." This patent, effective March 18, 2026, relates to methods for predicting breaches using machine learning algorithms and is designated for several European countries.

This is a patent grant, not a regulatory rule imposing obligations on companies. However, it signifies innovation in cybersecurity technology. Companies operating in the EU and developing or utilizing AI for cybersecurity may find this patent relevant for intellectual property considerations or as an indicator of technological trends in breach prediction.

Source document (simplified)

← EPO Patent Bulletin

BREACH PREDICTION VIA MACHINE LEARNING

Limitation EP4498271C0 Kind: C0 Mar 18, 2026

Inventors

DESAI, Deepen, LIN, Dianhuan, SHANG, Rex

IPC Classifications

G06F 21/55 20130101AFI20241113BHEP G06F 21/57 20130101ALI20241113BHEP G06N 20/00 20190101ALI20241113BHEP H04L 9/40 20220101ALI20241113BHEP

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, ME, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR

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Named provisions

BREACH PREDICTION VIA MACHINE LEARNING

Classification

Agency
EPO
Published
March 18th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
EP4498271C0

Who this affects

Applies to
Technology companies
Industry sector
5112 Software & Technology
Activity scope
Cybersecurity
Geographic scope
European Union EU

Taxonomy

Primary area
Cybersecurity
Operational domain
IT Security
Compliance frameworks
NIST CSF
Topics
Artificial Intelligence Intellectual Property

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