3 papers
eess.SP2026
Interpretable Feature Learning for RF Fingerprinting via Polar MKANs
Mikhail Krasnov, Ljupcho Milosheski, Carolina Fortuna
Radio frequency (RF) fingerprinting authenticates wireless devices from hardware-induced I/Q impairments, typically with deep learning feature extractors that are accurate but opaq…
cs.LG2026
Monotonic Kolmogorov-Arnold Networks: A Theoretical and Empirical Study of Monotonicity as an Inductive Bias
Mikhail Krasnov, Blaž Bertalanič, Carolina Fortuna
Monotonicity has been a long-running architectural inductive bias for neural networks, motivated by tabular, scientific, and economic settings where outputs are known to respond mo…
eess.SP2025
Design Principles of Zero-Shot Self-Supervised Unknown Emitter Detectors
Mikhail Krasnov, Ljupcho Milosheski, Mihael Mohorčič +1
The proliferation of wireless devices necessitates more robust and reliable emitter detection and identification for critical tasks such as spectrum management and network security…