Qian Li

Low-Rank Adaptation of Conditional Diffusion Transformers for Few-Shot Radio-Frequency Signal Generation

Downstream classifier experiments confirm that the synthetic signals help few-shot modulation classification, and they also bound the claim: conventional label-preserving transforms remain stronger at very small sample sizes, downstream utility does not track spectral fidelity, and the generated signals under-represent...