We compare spectral ( create spectral input:FFT→256), temporal ( create temporal input: 128 I/Q), andhybrid fusion ( create transformer input) for modulationrecognition. We report macro-AUROC and robustness undertest-time aliasing (integer decimation with/without anti-aliasFIR).