Let be a Boolean function. The certificate complexity is a complexity measure that is quadratically tight for the zero-error randomized query complexity : $C(f) \leq R_0(f) \leq C(f)^2$. In this paper we study a new complexity measure that we call expectational certificate complexity , which is also a quadratically tight bound on : . We prove that $EC(f) \leq C(f) \leq EC(f)^2$ and show that there is a quadratic separation between the two, thus gives a tighter upper bound for . The measure is also related to the fractional certificate complexity as follows: . This also connects to an open question by Aaronson whether is a quadratically tight bound for , as is in fact a relaxation of . In the second part of the work, we upper bound the distributed query complexity for product distributions by the square of the query corruption bound () which improves upon a result of Harsha, Jain and Radhakrishnan [2015]. A similar statement for communication complexity is open.

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