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Apple patents method to group wireless data for consistent AI models

Patent drawing
Patent drawing from the official filing.

Apple describes a system where a device receives instructions from a network to collect specific data using unique identifiers. The device analyzes this data to determine if different identifiers can be grouped together to help train a general artificial intelligence model. It then sends this grouping information back to the network.

Why it mattersThis filing outlines a technical method for organizing wireless network data to ensure AI models behave consistently across different devices or conditions.

In the filing’s own words

An apparatus configured to process, based on signaling from a network, a configuration comprising at least a first data collection configuration with a first associated identifier (ID) and a second data collection configuration with a second associated ID, determine, based at least on first data with the first associated ID and second data with the second associated ID, that the first associated ID and the second associated ID can be grouped for a general model and generate, for transmission to the network, a grouping including the first associated ID and the second associated ID.

What exactly they claim (claim 1)

1. An apparatus comprising memory coupled to processing circuitry, the processing circuitry configured to: process, based on signaling from a network, a configuration comprising at least a first data collection configuration with a first associated identifier (ID) and a second data collection configuration with a second associated ID; determine, based at least on first data with the first associated ID and second data with the second associated ID, that the first associated ID and the second associated ID can be grouped for a general model; and generate, for transmission to the network, a grouping including the first associated ID and the second associated ID.

Facts

Company
Apple (Apple Inc.)
Official title
UE Feedback-Driven Associated ID Management and Cell Grouping System for AI/ML Model Consistency in Wireless Networks
Publication number
US20260304151A1
Application number
19181752
Filed
Apr 17, 2025
Published
Oct 1, 2026
Inventors
2
Claims
16

Classified under

H04W 24/02 Electricity & electronicsH04W 8/24 Electricity & electronics

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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.