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AppleGranted patentAI & softwareInterest 4/10

Apple patents method for phones to help train network AI models

Apple describes a system where a phone receives instructions from a cell tower to measure specific wireless signals. The phone uses this data to train a small artificial intelligence model locally and then sends the results back to the tower to help train a larger network model.

Why it mattersThis approach could allow cellular networks to improve their performance by using data collected directly from user devices to refine their internal algorithms.

In the filing’s own words

Aspects are described for a user equipment (UE) comprising a transceiver configured to enable wireless communication with a base station, and a processor communicatively coupled to the transceiver. The processor is configured to receive a configuration message from the base station, wherein the configuration message indicates a model identifications (ID) and one or more signals and measure the one or more signals to generate a data set corresponding to the model ID. The processor is further configured to train a first artificial intelligence (AI) model corresponding to the model ID using the data set; generate a second data set corresponding the model ID; and transmit the second data set and the model ID to the base station. The second data set is used to train a second AI model corresponding to the model ID.

What exactly they claim (claim 1)

1. A user equipment (UE) comprising: a transceiver configured to enable wireless communications with a base station; and a processor, communicatively coupled to the transceiver, and configured to: receive, using the transceiver, a configuration message from the base station, wherein the configuration message comprises a model identification (ID) and indicates one or more signals corresponding to the model ID; measure, using the transceiver, the one or more signals to generate a data set corresponding to the model ID; train a first artificial intelligence (AI) model corresponding to the model ID using the data set; generate a second data set corresponding to the model ID; and transmit, using the transceiver, the second data set labeled using the model ID and the model ID to the base station, wherein the second data set enables a second AI model corresponding to the model ID to be trained at the base station.

Facts

Company
Apple (Apple Inc.)
Official title
Method of life cycle management using model ID and model function
Patent number
US12771465B2
Application number
18484189
Filed
Oct 10, 2023
Granted
Oct 20, 2026
Inventors
9
Claims
20

Classified under

H04B 17/382 Electricity & electronicsH04B 17/3913 Electricity & electronicsH04L 5/0048 Electricity & electronicsH04W 28/0215 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.