Bennett's inequality provides a bound on the probability for the sum of bounded mean 0 random variables to exceed a specified value. It makes no assumptions about distribution, and is stronger than Hoeffding's inequality since it uses the variance to bound the probabilities.
Has this been used to define a nonparametric of the hypothesis that a bounded variable has mean 0?
