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AI Models for Edge Case Driving Scenarios

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Summary

The USPTO published patent application US20260099762A1 from AUTOBRAINS TECHNOLOGIES LTD describing methods for generating AI models for autonomous driving using clustered driving scenario data to enhance decision-making in edge case scenarios.

What changed

The USPTO published AUTOBRAINS TECHNOLOGIES LTD's patent application describing methods for generating artificial intelligence models for autonomous driving. The method involves creating a database of driving scenarios by clustering driving-related data, building a dictionary of concept signatures, and training AI models for decision-making in specific driving scenarios.

Automotive manufacturers and technology companies developing autonomous driving systems should monitor this application for potential future patent claims that may affect their R&D activities and product development in edge case handling for autonomous vehicles.

What to do next

  1. Monitor for patent grant
  2. Review patent claims for potential infringement

Archived snapshot

Apr 10, 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.

← USPTO Patent Applications

GENERATION OF NEW ARTIFICIAL INTELILGENCE MODLES FOR EDGE CASE DRIVING SCENARIOS

Application US20260099762A1 Kind: A1 Apr 09, 2026

Assignee

AUTOBRAINS TECHNOLOGIES LTD

Inventors

Igal RAICHELGAUZ

Abstract

A method of generating artificial intelligence (AI) models for driving related scenarios, the method includes (a) generating, by using driving related data, a database of driving scenarios, the generating involves clustering the driving related data in accordance with the driving scenarios; and holding, in the database, the clustered data in association with corresponding driving scenarios; (b) creating, by using the clustered data, a dictionary of concept signatures; and (c) training, by using the database of driving scenarios, a set of AI models, the training of each AI model is based on the clustered data stored in the database in accordance with a specified driving scenario, to provide a decision making with respect to the specified driving scenario.

CPC Classifications

G06N 20/00 G06F 16/285

Filing Date

2024-10-08

Application No.

18908816

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Last updated

Classification

Agency
USPTO
Published
April 9th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
US20260099762A1

Who this affects

Applies to
Technology companies Transportation companies
Industry sector
3361 Automotive Manufacturing 5112 Software & Technology
Activity scope
Patent application publication AI model training Autonomous driving
Geographic scope
United States US

Taxonomy

Primary area
Intellectual Property
Operational domain
Legal
Topics
Artificial Intelligence Transportation

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