A diffusion-model-based signal detector is claimed to beat ML detection, but the supporting theory has algebraic errors and the claim contradicts ML optimality.
A new deep learning framework for hf signal detection in wideband spectrogram,
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Erasing Noise in Signal Detection with Diffusion Model: From Theory to Application
A diffusion-model-based signal detector is claimed to beat ML detection, but the supporting theory has algebraic errors and the claim contradicts ML optimality.