eess.SP · 2026-08-23 · No. 93
Signal Processing, 2026-08-23.
1 new papers in eess.SP. Titles, authors,
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01 — The papers
1 entries-
01
Interpretable Feature Learning for RF Fingerprinting via Polar MKANs
Mikhail Krasnov, Ljupcho Milosheski, Carolina Fortuna
eess.SP · cs.LG
Radio frequency (RF) fingerprinting authenticates wireless devices from hardware-induced I/Q impairments, typically with deep learning feature extractors that are accurate but opaque, limiting their use in security critical settings. We propose Polar Monotonic Kolmogorov-Arnold Networks (Polar MKAN), a block partitioned monotonic encoder on polar inputs in which each latent dimension depends exclusively on magnitude or phase, yielding channel...
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