Reproducibility details. Each audio clip of length 150,000 samples is trained for 1000 epochs using the standard SIREN (first omega = 3000) and SIREN² comprising four hidden layers with 222 features each. Adam optimizer is used with a learning rate schedule that decays the learning rate by 1% every 20 epochs starting from a learning rate of 1e-4.