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Trace reconstruction with exp(O(n1/3))\exp( O( n^{1/3} ) ) samples

Abstract

In the trace reconstruction problem, an unknown bit string x{0,1}nx \in \{0,1\}^n is observed through the deletion channel, which deletes each bit of xx with some constant probability qq, yielding a contracted string x~\widetilde{x}. How many independent copies of x~\widetilde{x} are needed to reconstruct xx with high probability? Prior to this work, the best upper bound, due to Holenstein, Mitzenmacher, Panigrahy, and Wieder (2008), was exp(O~(n1/2))\exp(\widetilde{O}(n^{1/2})). We improve this bound to exp(O(n1/3))\exp(O(n^{1/3})) using statistics of individual bits in the output and show that this bound is sharp in the restricted model where this is the only information used. Our method, that uses elementary complex analysis, can also handle insertions.

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