(Step 5): Sequence-to-sequence translation. Next we apply a sequence-to-sequence transformation block to preserve Equation (7). This could in principle adopt a variety of forms, although here we choose to exploit the self-attention mechanism of a (low parameter complexity) Transformer Encoder 37 to update the sequence values, X (t ′′ ) = f TE (X (t ′ ) ).