Glivenko-Cantelli for $f$-divergence

Haoming Wang, Lek-Heng Lim

We extend the celebrated Glivenko-Cantelli theorem, sometimes called the fundamental theorem of statistics, from its standard setting of total variation distance to all $f$-diverge…