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adam optimization 1adaptive notch filter 1frequency tracking 1gnss interference 1gnss interference mitigation 1gradient-boosted decision trees 1lightweight algorithms 1narrowband jamming 1pre-correlation detection 1real-time classification 1

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cs.IT2026

Low-Cost GNSS Anti-Jamming Through 2-Bit Phase Shift Beamforming with Machine Learning

Burak Soner, Ekin Uzun, Can Aksoy

We investigate low-cost GNSS anti-jamming using beamforming with inexpensive 2-bit phase shifters, constraining each complex array weight to one of four QPSK phase states (real/ima…