Tighter Variational Representations of f-Divergences via Restriction to Probability Measures

Avraham Ruderman, Mark Reid, Dario Garcia-Garcia +1

We show that the variational representations for f-divergences currently used in the literature can be tightened. This has implications to a number of methods recently proposed bas…