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Bounded Independence Fools Degree-2 Threshold Functions

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2010

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IEEE
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Diakonikolas, Ilias, Daniel M. Kane, and Jelani Nelson. 2010. "Bounded Independence Fools Degree-2 Threshold Functions." Proceedings of the 51st Annual IEEE Symposium on Foundations of Computer Science (FOCS), 23-26 October 2010, Las Vegas, NV: 11-20. New York, NY: IEEE.

Abstract

For an n-variate degree-2 real polynomial p, we prove that (E_{x\sim D}[sig(p(x))]) Is determined up to an additive (\epsilon) as long as D is a k-wise Independent distribution over ({-1, 1}^n) for (k = poly(1/\epsilon)). This gives a broad class of explicit pseudorandom generators against degree-2 boolean threshold functions, and answers an open question of Diakonikolas et al. (FOCS 2009).

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