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        <identifier>oai:drops-oai.dagstuhl.de:21062</identifier>
        <datestamp>2024-09-16T06:02:39Z</datestamp>
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          <dc:title>Randomness Extractors in AC⁰ and NC¹: Optimal up to Constant Factors</dc:title>
          <dc:creator>Cheng, Kuan</dc:creator>
          <dc:creator>Wu, Ruiyang</dc:creator>
          <dc:subject>randomness extractor</dc:subject>
          <dc:subject>uniform AC⁰</dc:subject>
          <dc:subject>error reduction</dc:subject>
          <dc:subject>uniform NC¹</dc:subject>
          <dc:subject>disperser</dc:subject>
          <dc:description>We study randomness extractors in AC⁰ and NC¹. For the AC⁰ setting, we give a logspace-uniform construction such that for every k ≥ n/poly log n, ε ≥ 2^{-poly log n}, it can extract from an arbitrary (n, k) source, with a small constant fraction entropy loss, and the seed length is O(log n/(ε)). The seed length and output length are optimal up to constant factors matching the parameters of the best polynomial time construction such as [Guruswami et al., 2009]. The range of k and ε almost meets the lower bound in [Goldreich et al., 2015] and [Cheng and Li, 2018]. We also generalize the main lower bound of [Goldreich et al., 2015] for extractors in AC⁰, showing that when k &lt; n/poly log n, even strong dispersers do not exist in non-uniform AC⁰. For the NC¹ setting, we also give a logspace-uniform extractor construction with seed length O(log n/(ε)) and a small constant fraction entropy loss in the output. It works for every k ≥ O(log² n), ε ≥ 2^{-O(√k)}. &#13;
Our main techniques include a new error reduction process and a new output stretch process, based on low-depth circuit implementations for mergers, condensers, and somewhere extractors.</dc:description>
          <dc:publisher>Schloss Dagstuhl – Leibniz-Zentrum für Informatik</dc:publisher>
          <dc:contributor>Kuan Cheng and Ruiyang Wu</dc:contributor>
          <dc:date>2024</dc:date>
          <dc:relation>Is Part Of LIPIcs, Volume 317, Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2024)</dc:relation>
          <dc:type>InProceedings</dc:type>
          <dc:type>Text</dc:type>
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          <dc:identifier>doi:10.4230/LIPIcs.APPROX/RANDOM.2024.69</dc:identifier>
          <dc:identifier>urn:nbn:de:0030-drops-210623</dc:identifier>
          <dc:identifier>https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.APPROX/RANDOM.2024.69</dc:identifier>
          <dc:language>eng</dc:language>
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