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Samsung patents AI method to pick best data filters

Patent drawing
Patent drawing from the official filing.

Samsung describes a method where a visual language model analyzes time-series data to suggest the best combination of mathematical filters, or kernels. The system tests different filter settings, generates graphs of the results, and uses a second AI model to score and recommend the optimal setup.

Why it mattersThis automates a complex data processing step, potentially saving analysts time when working with large datasets.

In the filing’s own words

A processor-implemented method includes determining one or more kernel combinations corresponding to time-series data based on information output by inputting the time-series data, information on a predetermined kernel combination, and first prompt information into a first visual language model (VLM), determining an optimized parameter set from one or more parameter sets, for each of the one or more kernel combinations, inputting second prompt information into a second VLM to analyze one or more graphs corresponding to the optimized parameter set, for each of the one or more kernel combinations, determining one or more scores for each of the one or more kernel combinations based on an output generated by the inputting of the second prompt information into the second VLM, and determining, in response to the one or more scores being determined, a recommended kernel combination from the one or more kernel combinations based on the one or more scores.

What exactly they claim (claim 1)

1. A processor-implemented method comprising: determining one or more kernel combinations corresponding to time-series data based on information output by inputting the time-series data, information on a predetermined kernel combination, and first prompt information into a first visual language model (VLM); determining an optimized parameter set from one or more parameter sets, for each of the one or more kernel combinations; inputting second prompt information into a second VLM to analyze one or more graphs corresponding to the optimized parameter set, for each of the one or more kernel combinations; determining one or more scores for each of the one or more kernel combinations based on an output generated by the inputting of the second prompt information into the second VLM; and determining, in response to the one or more scores being determined, a recommended kernel combination from the one or more kernel combinations based on the one or more scores.

Facts

Company
Samsung (Samsung Electronics Co., Ltd.)
Official title
METHOD AND ELECTRONIC DEVICE WITH KERNEL COMBINATION DETERMINATION
Publication number
US20260301389A1
Application number
19445297
Filed
Jan 9, 2026
Published
Oct 1, 2026
Inventors
4
Claims
20

Classified under

G06V 10/776 Physics & computingG06V 10/7635 Physics & computingG06V 10/768 Physics & computingG06V 10/82 Physics & computingG06V 10/84 Physics & computingG06V 10/87 Physics & computing

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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.