Non-malleable extractors via character sums
In studying how to communicate over a public channel with an active adversary, Dodis and Wichs introduced the notion of a non-malleable extractor. A non-malleable extractor dramatically strengthens the notion of a strong extractor. A strong extractor takes two inputs, a weakly-random x and a uniformly random seed y, and outputs a string which appears uniform, even given y. For a non-malleable extractor Ext, the output Ext(x,y) should appear uniform given y as well as Ext(x,A(y)), where A is an arbitrary function with A(y) not equal to y. We show that an extractor introduced by Chor and Goldreich is non-malleable when the entropy rate is above half. It outputs a linear number of bits when the entropy rate is 1/2 + alpha, for any alpha>0. Previously, no nontrivial parameters were known for any non-malleable extractor. To achieve a polynomial running time when outputting many bits, we rely on a widely-believed conjecture about the distribution of prime numbers in arithmetic progressions. Our analysis involves a character sum estimate, which may be of independent interest. Applying a result of Dodis and Wichs, we obtain a protocol for `privacy amplification': key agreement between two parties who share a weakly-random secret, when the secret has entropy rate greater than 1/2. This protocol works in the presence of an active adversary with unlimited computational power, is two rounds, and has optimal entropy loss. Our protocol is polynomial time under the above well-known conjecture about primes.
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