{
  "abstract": "Can a classical network not only encode a quantum-like state, but also read out its measurement statistics through its own collective dynamics? Here we introduce a network-native readout scheme for a structured classical network whose community modes form an effective two-qubit state space. Network connectivity selects a dominant collective mode that encodes the state, while a fixed set of ten elementary connectivity perturbations probes its collective response. The resulting shifts of the dominant growth rate form a complete basis of expectation values for the real two-qubit sector, from which joint-outcome probabilities associated with arbitrary real projectors are reconstructed by linear combination. Once these ten spectral responses are measured, the same data generate correlations over a continuous family of measurement settings. As a benchmark, for an encoded Bell state four selected correlations give $|S|=\\chsh>2$, whereas a separable product-state reference remains within the Clauser--Horne--Shimony--Holt (CHSH) bound $|S| \\leq 2 $. These results establish an informationally complete dynamical readout of effective two-qubit states directly from the spectral response of a classical network.",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": null,
  "arxiv": "2609.14620",
  "author_total": 4,
  "authors": [
    {
      "name": "Songbo Xie"
    },
    {
      "name": "Ethan Dickey"
    },
    {
      "name": "Syed Ahmed Taimoor"
    },
    {
      "name": "Sabre Kais"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/151wcc72qdqns.bib",
  "cited_by": 0,
  "doi": "10.48550/arxiv.2609.14620",
  "fulltext_url": null,
  "id": "151wcc72qdqns",
  "issns": [],
  "landing_url": "https://arxiv.org/abs/2609.14620",
  "language": null,
  "licence": "LicenseRef-arXiv-nonexclusive-1.0",
  "licence_label": "arXiv licence",
  "licence_source": "article",
  "licence_url": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
  "metadata_licence": "CC0-1.0",
  "native_subjects": [
    [
      "arxiv",
      "quant-ph"
    ],
    [
      "openalex",
      "3107|Quantum Mechanics and Applications"
    ]
  ],
  "openalex": "W7213333322",
  "pdf_url": "https://arxiv.org/pdf/2609.14620",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-01",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/151wcc72qdqns.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:26:03Z",
      "native_id": "2609.14620",
      "source": "arxiv",
      "url": "https://arxiv.org/abs/2609.14620"
    }
  ],
  "subjects": [
    {
      "field": "physics",
      "origin": "arxiv:quant-ph",
      "subfield": "quantum"
    }
  ],
  "title": "Dynamical Readout of Measurement Statistics and Emergent Entanglement-Like States in Classical Networks",
  "title_text": "Dynamical Readout of Measurement Statistics and Emergent Entanglement-Like States in Classical Networks",
  "type": "preprint",
  "updated_at": "2026-10-30T12:26:03Z",
  "url": "https://research.draconitic.com/paper/151wcc72qdqns",
  "venue": "arXiv",
  "versions": []
}