Abstract:
In this note we propose a simplified approach to recent reverse Pinsker inequalities
due to O. Binette. More precisely, we give direct proofs of optimal variational bounds on $f$-divergence with possible constraints on relative information extrema. Our arguments are closer
in spirit to those of Sason and Verdú.