Kolmogorov-Arnold Networks for Sensor Data Processing: A Comprehensive Survey of Architectures, Applications, and Open Challenges.

Sensors (Basel) · 2026 · PMC13120687 · PMID 42076625

Europe PMC DOI

hedged sentence

—

closest p

—

boldest claim

The sentences

a clear trendno p-value reported

This survey identifies a clear trend: KAN-based pipelines require more rigorous denoising (e.g., Wavelet transforms or Savitzky–Golay filters) before the data reaches the KAN layers.

also in 19,460 other papers

Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.