The Bregman divergences for dual convex conjugates

\begin{align} B_F(p:q) & = & F(p)-F(q)- \langle p-q, \nabla F(q) \rangle \\ B_{F}(p:q) & = & B_{F^*}(\nabla F(q) : \nabla F(p)) \end{align}