Since time domain content is the reconstruction target, wouldn't LSTMs be a better choice than CNNs? I would think the spectral content would be time variant a

Since time domain content is the reconstruction target, wouldn't LSTMs be a better choice than CNNs? I would think the spectral content would be time variant and depend on the sequential history.