  We give tight concentration bounds for mixtures of martingales that are
simultaneously uniform over (a) mixture distributions, in a PAC-Bayes sense;
and (b) all finite times. These bounds are proved in terms of the martingale
variance, extending classical Bernstein inequalities, and sharpening and
simplifying prior work.
