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EPO Patent Granted: Breach Prediction via Machine Learning

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

The European Patent Office has granted patent EP4498271B1 for a method of breach prediction using machine learning. The patent, which lists Deepen Desai, Dianhuan Lin, and Rex Shang as inventors, was granted on March 18, 2026. This grant pertains to advancements in AI and computing, specifically within the G06N classification.

What changed

The European Patent Office (EPO) has granted patent EP4498271B1, titled "Breach prediction via machine learning," on March 18, 2026. This patent covers novel methods for predicting security breaches using machine learning techniques, classified under IPC codes G06F 21/55, G06F 21/57, G06N 20/00, and H04L 9/40. The designated states include a broad range of European countries.

This patent grant signifies a new intellectual property right for the inventors and their associated entities. While not a regulatory rule imposing obligations on companies, it highlights technological advancements in AI-driven cybersecurity. Companies operating in the EU and developing or utilizing similar machine learning technologies for breach prediction should be aware of this granted patent as it may impact their freedom to operate or require licensing considerations.

Source document (simplified)

← EPO Patent Bulletin

BREACH PREDICTION VIA MACHINE LEARNING

Grant EP4498271B1 Kind: B1 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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Classification

Agency
EPO
Published
March 18th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
EP4498271B1

Who this affects

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

Taxonomy

Primary area
Artificial Intelligence
Operational domain
IT Security
Topics
Cybersecurity Intellectual Property

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