Lower Bound on Weights of Large Degree Threshold Functions

preprint2013arXivOpen access

Abstract

An integer polynomial pp of nn variables is called a \emph{threshold gate} for a Boolean function ff of nn variables if for all $x \in \zoon$ f(x)=1f(x)=1 if and only if p(x)≥0p(x)\geq 0. The \emph{weight} of a threshold gate is the sum of its absolute values. In this paper we study how large a weight might be needed if we fix some function and some threshold degree. We prove 2Ω(22n/5)2^{Ω(2^{2n/5})} lower bound on this value. The best previous bound was 2Ω(2n/8)2^{Ω(2^{n/8})} (Podolskii, 2009). In addition we present substantially simpler proof of the weaker 2Ω(2n/4)2^{Ω(2^{n/4})} lower bound. This proof is conceptually similar to other proofs of the bounds on weights of nonlinear threshold gates, but avoids a lot of technical details arising in other proofs. We hope that this proof will help to show the ideas behind the construction used to prove these lower bounds.

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