Before revision: In this paper we develop new confidence intervals for  local polynomial regression , which minimize their worse-case coverage error and length in large samples.
After revision: We characterize the minimax bound on coverage error of Wald-type confidence intervals for local polynomial regression , which minimize their worse-case coverage error and length in large samples.