46,547 research outputs found
The Average Sensitivity of an Intersection of Half Spaces
We prove new bounds on the average sensitivity of the indicator function of
an intersection of halfspaces. In particular, we prove the optimal bound of
. This generalizes a result of Nazarov, who proved the
analogous result in the Gaussian case, and improves upon a result of Harsha,
Klivans and Meka. Furthermore, our result has implications for the runtime
required to learn intersections of halfspaces
The Correct Exponent for the Gotsman-Linial Conjecture
We prove a new bound on the average sensitivity of polynomial threshold
functions. In particular we show that a polynomial threshold function of degree
in at most variables has average sensitivity at most
. For fixed the exponent
in terms of in this bound is known to be optimal. This bound makes
significant progress towards the Gotsman-Linial Conjecture which would put the
correct bound at
Three Puzzles on Mathematics, Computation, and Games
In this lecture I will talk about three mathematical puzzles involving
mathematics and computation that have preoccupied me over the years. The first
puzzle is to understand the amazing success of the simplex algorithm for linear
programming. The second puzzle is about errors made when votes are counted
during elections. The third puzzle is: are quantum computers possible?Comment: ICM 2018 plenary lecture, Rio de Janeiro, 36 pages, 7 Figure
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