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    <identifier>10.57760/sciencedb.43966</identifier>
    <datestamp>2026-07-23T15:17:38Z</datestamp>
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  <dc:date>2026-07-23</dc:date>
  <dc:title>Research data for surrogate ensemble sampling of lattice statistical systems</dc:title>
  <dc:identifier>doi:10.57760/sciencedb.43966</dc:identifier>
  <dc:language>en</dc:language>
  <dc:description>This data-only record supports a manuscript on surrogate ensemble sampling for lattice statistical systems. It contains audited reference ensembles and frozen generated samples for the Ising, Potts Q=3, and phi4 systems, together with numerical evaluation and timing outputs, source data underlying figures, and compact data-quality audit records. The data cover three test regimes and seven evaluated sample sources. Each generated condition contains 512 samples. Source code, executable programs, model weights, architecture files, implementation diagrams, training configurations, and internal development logs are excluded.</dc:description>
  <dc:subject>lattice statistical systems; surrogate sampling; thermodynamic ensembles</dc:subject>
  <dc:creator>Zhiheng Zheng</dc:creator>
  <dc:creator>Yuting Yang</dc:creator>
  <dc:creator>Xuerui Wang</dc:creator>
  <dc:rights>PUBLIC</dc:rights>
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  <dc:publisher>Science Data Bank</dc:publisher>
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