tokens: Note we consider because ( i ) for many uncompressed solutions such as maximize , and ( ii ) for the IB Lagrangian is non - positive due to the data processing inequality ( DPI ) ( Theorem 2.8.1 from ) and trivial solutions like are maximizers with .