1. Hardness amplification within NP
- Author
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O'Donnell, Ryan
- Subjects
- *
ARITHMETIC mean , *PAPER , *STATISTICS , *PROBABILITY theory - Abstract
In this paper we investigate the following question: if NP is slightly hard on average, is it very hard on average? We give a positive answer: if there is a function in NP which is infinitely often balanced and
(1-1/poly(n)) -hard for circuits of polynomial size, then there is a function in NP which is infinitely often(1/2+n-1/2+#x03B5;) -hard for circuits of polynomial size. Our proof technique is to generalize the Yao XOR Lemma, allowing us to characterize nearly tightly the hardness of a composite functiong( f(x1),…,f(xn)) in terms of: (i) the original hardness off , and (ii) the expected bias of the functiong when subjected to random restrictions. The computational result we prove essentially matches an information-theoretic bound. [Copyright &y& Elsevier]- Published
- 2004
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