These are convergence results for martingales and submartingales under appropriate one-sided or absolute-integrability bounds. They distinguish almost-sure convergence from convergence in mean: uniform integrability gives the latter. The martingale convergence theorem stated for an L1-bounded martingale is one standard member of the family.
