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A realistic room impulse response (IR) can be as long as several seconds, corresponding to extremely long convolutional kernel sizes ( 4 Experiments For empirical verification of this approach, we test two DDSP autoencoder variantssupervised and unsupervisedon two different musical datasets: NSynth (Engel et al., 2017) and a collection of solo violin performances