{
  "schema_version": 1,
  "query": "",
  "route_id": "spw-gibbs",
  "truth_boundary": "Curated retrieval packet, not an execution result or Lean implication. Hyperedge tails are conjunctive. Check exact source, input/oracle/phase/norm/resource contracts before reuse.",
  "families": [
    {
      "id": "family:mixing-certificate",
      "label": "Gibbs invariance versus mixing",
      "domains": [
        "concept:probability",
        "concept:operator-theory"
      ],
      "tags": [
        "Gibbs",
        "KMS",
        "Lindblad",
        "low-temperature",
        "mixing",
        "gap"
      ],
      "question": "Does the generator only preserve the target, or converge to it with a useful rate?",
      "formula": "\\mathcal L(\\rho_\\beta)=0\\quad\\not\\Rightarrow\\quad t_{\\rm mix}=\\operatorname{poly}(n,\\beta)",
      "mechanism": "Connect invariance, reversibility/detailed balance, coercivity and error contraction only through explicit model-specific hypotheses.",
      "assumptions": [
        "Specified Hamiltonian, temperature and target state",
        "Primitive semigroup and quantitative convergence assumptions when used",
        "Implementation and mixing error separated"
      ],
      "proof_steps": [
        "Prove the invariant-state equation.",
        "Identify the quantitative coercivity/mixing certificate still missing.",
        "Compose convergence with implemented-channel error."
      ],
      "lean_refs": [],
      "source_ids": [
        "ding-li-lin-2025"
      ],
      "boundary": "This is a conceptual connection to Samplinglib, not a transfer of classical LSI results to arbitrary quantum generators."
    },
    {
      "id": "family:charged-access",
      "label": "Charged access and finite-precision compilation",
      "domains": [
        "concept:complexity",
        "concept:matrix-analysis"
      ],
      "tags": [
        "QRAM",
        "QROM",
        "oracle",
        "T-count",
        "precision",
        "lower-bound",
        "cost",
        "classical"
      ],
      "question": "Does a query or symbolic gate hide the dominant work?",
      "formula": "T_{\\rm total}=T_{\\rm preprocessing}+Q\\,T_{\\rm oracle}+T_{\\rm synthesis}+T_{\\rm readout}",
      "mechanism": "Separate descriptions, arithmetic operations, bit operations, logical rotations, T/Toffoli gates, depth, connectivity and ancillas. Compare only matching models.",
      "assumptions": [
        "Input encoding and precision specified",
        "One cost model for both upper and lower bounds",
        "Initialization, maintenance, amplification and measurements charged"
      ],
      "proof_steps": [
        "Freeze the access model before optimizing.",
        "Bind costs to actual data producers and primitive lists.",
        "Budget each numerical error and then sum compositional errors."
      ],
      "lean_refs": [
        "QuantumBlockEncoding.HermiteFiniteNorm.norm_arithmetic_budget"
      ],
      "source_ids": [
        "zhang-yuan-2024",
        "yuan-zhang-2023"
      ],
      "boundary": "The local norm theorem is only a substrate. It is not the entire displayed end-to-end cost decomposition certified in Lean."
    },
    {
      "id": "family:matrix-contract",
      "label": "Finite matrices, norms and registers",
      "domains": [
        "concept:matrix-analysis"
      ],
      "tags": [
        "norm",
        "adjoint",
        "matrix",
        "register",
        "normalization"
      ],
      "question": "Are dimensions, basis order, scalar field and selected subspace fixed?",
      "formula": "U^† U=I,\\qquad \\Pi U\\Pi^†=A/\\alpha",
      "mechanism": "Use matrix-entry and state-action contracts before optimizing circuits. A first column and an entire projected block are different targets.",
      "assumptions": [
        "Finite dimensions and explicit little-/big-endian conversion",
        "Positive normalizer; selected input and output ancilla states",
        "Named vector/operator norm and exact versus approximate tolerance"
      ],
      "proof_steps": [
        "Name the basis equivalence and the clean projector.",
        "Prove unitarity independently of the target action.",
        "Evaluate all requested entries, not only a finite diagnostic subset."
      ],
      "lean_refs": [
        "QuantumBlockEncoding.VerifiedStatePreparation"
      ],
      "source_ids": [],
      "boundary": "A structure accepting a proposition is an interface, not an unconditional construction theorem."
    }
  ],
  "routes": [
    {
      "id": "spw-gibbs",
      "title": "Low-temperature Gibbs preparation with quantitative mixing",
      "priority": 3,
      "status": "research-target",
      "setting_id": "setting:local-kms-generator",
      "formula": "\\rho_\\beta=\\frac{e^{-\\beta H}}{\\operatorname{Tr}(e^{-\\beta H})},\\quad \\|\\mathcal E_t(\\rho)-\\rho_\\beta\\|_1\\le\\epsilon",
      "goal": "For a restricted noncommuting local Hamiltonian family, prove a mixing certificate and implemented-channel error bound.",
      "motivation": "An invariant Gibbs state does not guarantee that an implementable sampler reaches it quickly at low temperature.",
      "input_model": "Specified Hamiltonian and KMS generator with charged simulation access, temperature, initial state and convergence norm.",
      "assumptions": [
        "Primitivity/ergodicity or invariant-subspace restriction stated",
        "Spectral or functional-inequality mixing certificate supplied",
        "Generator implementation and statistical output contract specified"
      ],
      "target_bound": "A model-specific polynomial mixing and total-cost theorem in the promised temperature regime.",
      "known_boundary": "KMS detailed balance and stationarity are not polynomial mixing. Classical sampling inequalities cannot be transferred to quantum operators without a hypothesis map.",
      "families": [
        "family:mixing-certificate",
        "family:charged-access",
        "family:matrix-contract"
      ],
      "source_ids": [
        "ding-li-lin-2025"
      ],
      "lean_refs": [],
      "steps": [
        {
          "id": "invariance",
          "target": "Port a finite-dimensional invariant-state identity.",
          "acceptance": "Exact generator, Gibbs normalizer and adjoint convention."
        },
        {
          "id": "mixing",
          "target": "Identify and prove a coercivity or mixing condition for one class.",
          "acceptance": "An explicit rate with temperature/system-size dependence; no assumed conclusion."
        },
        {
          "id": "channel-error",
          "target": "Compose mixing with generator-simulation error.",
          "acceptance": "A trace-norm output theorem and total implementation budget."
        }
      ],
      "next": "Use a finite-dimensional warm-up and then separate the high-temperature baseline from the intended low-temperature regime.",
      "lower_bound": {
        "status": "model-definition-pending",
        "task": "State the oracle and Hamiltonian class before importing hardness or mixing obstructions.",
        "comparison_key": "setting:local-kms-generator"
      },
      "benchmarks": [
        "Commuting warm-up",
        "Small noncommuting local families",
        "Explicit high-temperature comparison baseline"
      ]
    }
  ],
  "hyperedges": [
    {
      "id": "transport:classical-quantum-mixing",
      "label": "A coercivity mechanism, not an equality of samplers",
      "tails": [
        "concept:probability",
        "concept:operator-theory"
      ],
      "heads": [
        "family:mixing-certificate"
      ],
      "formula": "\\text{invariance}+\\text{quantitative dissipation}\\Longrightarrow\\text{a declared convergence rate}",
      "mechanism": "Compare the role of a functional inequality in classical and quantum semigroups.",
      "hypothesis_map": "Different state spaces, noncommutativity, detailed-balance conventions and divergences remain explicit.",
      "conclusion_map": "A hypothesis-mapped conceptual mirror with candidate shared matrix/semigroup lemmas.",
      "failure_boundary": "Classical LSI or reversibility is not automatically a quantum KMS mixing certificate.",
      "source_ids": [
        "ding-li-lin-2025",
        "samplinglib-protocol"
      ],
      "lean_refs": [],
      "status": "proposal",
      "review": "independent review pending"
    },
    {
      "id": "transport:diagonal-filter-state",
      "label": "Diagonal block + prepared input + success contract",
      "tails": [
        "family:diagonal-postselection",
        "family:state-action",
        "family:charged-access"
      ],
      "heads": [
        "concept:state-preparation"
      ],
      "formula": "|\\psi\\rangle\\longmapsto D|\\psi\\rangle/\\|D\\psi\\|,\\quad p=\\|D\\psi\\|^2/\\alpha^2",
      "mechanism": "Specialize the existing BE-to-SP consumer to a diagonal filter; retain input preparation and successful-branch normalization as AND inputs.",
      "hypothesis_map": "Literal source dilation, bounded diagonal, known success sector, nonzero output, charged inverse/control and matched error metric.",
      "conclusion_map": "A conditional state and model-specific space–depth–accuracy/resource comparison.",
      "failure_boundary": "Neither a diagonal function description nor a compiled nearby fixed-size example certifies a scalable supplier; this is not SP-to-BE inclusion.",
      "source_ids": [
        "zylberman-et-al-2025-diagonal",
        "lin-wiebe-2026-qasc"
      ],
      "lean_refs": [],
      "status": "proposal",
      "review": "Source-planning edge; independent conceptual review pending; no local transport theorem"
    },
    {
      "id": "transport:envelope-structured",
      "label": "Sampling envelope meets function structure",
      "tails": [
        "family:envelope-reweight",
        "family:bounded-memory",
        "family:charged-access"
      ],
      "heads": [
        "concept:state-preparation"
      ],
      "formula": "\\kappa_{\\rm env}=C\\|g\\|_2/\\|f\\|_2",
      "mechanism": "Search for an envelope with both a provable ratio bound and a constructive small representation.",
      "hypothesis_map": "Support domination, ratio degree/rank, phase access and charged reference preparation.",
      "conclusion_map": "A model-specific success and end-to-end cost target.",
      "failure_boundary": "A good classical envelope need not have a cheap coherent preparation; no universal cure for dimensionality.",
      "source_ids": [
        "quantum-rejection-2013",
        "multivariate-2025"
      ],
      "lean_refs": [],
      "status": "proposal",
      "review": "independent review pending"
    },
    {
      "id": "transport:fourier-pde",
      "label": "Harmonic analysis to quantum evolution",
      "tails": [
        "family:harmonic-lift",
        "family:matrix-contract",
        "family:state-action"
      ],
      "heads": [
        "concept:block-encoding"
      ],
      "formula": "H_{\\rm Sch}=D_p\\otimes A_1-I\\otimes A_2",
      "mechanism": "The prepared auxiliary profile is one supplier; operator access and recovery remain separate.",
      "hypothesis_map": "Hermitian components, Fourier sign, finite grid and norm/recovery budget.",
      "conclusion_map": "Candidate Hamiltonian-access route for Schrödingerisation.",
      "failure_boundary": "SP certification alone proves neither the Hamiltonian block encoding nor end-to-end PDE accuracy.",
      "source_ids": [],
      "lean_refs": [],
      "status": "proposal",
      "review": "independent review pending"
    }
  ],
  "sources": [
    {
      "id": "zylberman-et-al-2025-diagonal",
      "title": "Efficient Quantum Circuits for Non-Unitary and Unitary Diagonal Operators with Space-Time-Accuracy trade-offs",
      "authors": "Julien Zylberman; Ugo Nzongani; Andrea Simonetto; Fabrice Debbasch",
      "url": "https://arxiv.org/abs/2404.02819v4",
      "requested_version": "https://arxiv.org/pdf/2404.02819v4",
      "year": 2025,
      "status": "primary-text-checked",
      "anchor": "arXiv v4, 21 January 2025; checked 29 September 2026: II.1, III.1–III.2, IV.1 Eqs. (15)–(16), V.1 Eqs. (19)–(21), VI A, VIII.1 and Tables I–II. Figure 4 signal-sector and III.2/VIII.1 accounting ambiguities remain explicit source obligations.",
      "scope": "Parallel scheduling trades ancillas for depth, not automatically total size. Table I uses spectral-norm error; Eq. (18) bounds normalized-block error delta, corresponding to total-scale times delta in the unscaled-operator convention. Exact-block success in source notation is ||D psi||^2/(alpha^2 dmax^2); alpha>1 controls the transformed-angle derivative in smooth approximation. No local source theorem or resolution of source ambiguities is claimed.",
      "formal_status": "planned-formalization"
    },
    {
      "id": "yuan-zhang-2023",
      "title": "Optimal (controlled) quantum state preparation and improved unitary synthesis by quantum circuits with any number of ancillary qubits",
      "authors": "Pei Yuan; Shengyu Zhang",
      "url": "https://quantum-journal.org/papers/q-2023-03-20-956/",
      "year": 2023,
      "status": "primary-metadata-checked",
      "anchor": "Abstract and publication version notice: published arXiv v2; later v3 exists",
      "scope": "Baseline for arbitrary and controlled state preparation and ancilla/depth trade-offs. Pin a version and gate model before comparing bounds.",
      "formal_status": "external-reference"
    },
    {
      "id": "zhang-yuan-2024",
      "title": "Circuit complexity of quantum access models for encoding classical data",
      "authors": "Xiao-Ming Zhang; Xiao Yuan",
      "url": "https://www.nature.com/articles/s41534-024-00835-8",
      "year": 2024,
      "status": "primary-text-checked",
      "anchor": "Results: circuit complexity lower bound; construction of LCU-based block-encoding; Methods: state preparation",
      "scope": "Explicit access construction is not a free oracle. PREPARE together with SELECT and uncomputation can supply a block encoding; a single prepared state alone does not determine an arbitrary operator.",
      "formal_status": "external-reference"
    },
    {
      "id": "multivariate-2025",
      "title": "Quantum state preparation for multivariate functions",
      "authors": "See primary source",
      "url": "https://quantum-journal.org/papers/q-2025-04-09-1703/",
      "year": 2025,
      "status": "primary-metadata-checked",
      "anchor": "Abstract and article record",
      "scope": "Multivariate preparation baseline; a tensor-product coefficient count is not automatically polynomial in dimension.",
      "formal_status": "external-reference"
    },
    {
      "id": "quantum-rejection-2013",
      "title": "Quantum Rejection Sampling",
      "authors": "Maris Ozols; Martin Roetteler; Jérémie Roland",
      "url": "https://www.microsoft.com/en-us/research/publication/quantum-rejection-sampling/",
      "year": 2013,
      "status": "primary-metadata-checked",
      "anchor": "Authors' publication page: quantum state generation, query characterization and matching lower bound",
      "scope": "Prior art for coherent amplitude reweighting. Novelty must be in an explicit structured envelope, guarantees, implementation or model-matched bound, not in rejection sampling itself.",
      "formal_status": "external-reference"
    },
    {
      "id": "ding-li-lin-2025",
      "title": "Efficient Quantum Gibbs Samplers with Kubo–Martin–Schwinger Detailed Balance Condition",
      "authors": "Zhiyan Ding; Bowen Li; Lin Lin",
      "url": "https://link.springer.com/article/10.1007/s00220-025-05235-3",
      "year": 2025,
      "status": "primary-text-checked",
      "anchor": "Article abstract and Gibbs-sampler construction; Communications in Mathematical Physics 406, 67",
      "scope": "Invariant Gibbs state and efficient mixing are different obligations. A low-temperature polynomial mixing claim needs additional model-specific evidence.",
      "formal_status": "external-reference"
    },
    {
      "id": "samplinglib-protocol",
      "title": "Samplinglib theorem-publication and conceptual-mirror protocols",
      "authors": "DakeBU / Samplinglib contributors",
      "url": "https://github.com/DakeBU/Automization-Sampling-Optimisation-Geometry-Lib/blob/6ff87f915bdba4471785b254c408e722c0b5dd51/docs/theorem-publication-protocol.md",
      "year": 2026,
      "status": "primary-text-checked",
      "anchor": "Author once; graph contribution; independent encoder–denoiser; unchanged historical audit debt",
      "scope": "Design attribution. QuantumComputinglib has its own register, oracle, clean-ancilla and resource contracts; Samplinglib is not an imported Lean dependency.",
      "formal_status": "design-reference"
    },
    {
      "id": "lin-wiebe-2026-qasc",
      "title": "Quantum Algorithms for Scientific Computation",
      "authors": "Lin Lin; Nathan Wiebe",
      "url": "https://math.berkeley.edu/~linlin/qasc/live_notes_0429.pdf",
      "year": 2026,
      "status": "primary-text-checked",
      "anchor": "29 April 2026 public 447-page edition; PDF SHA256 56825000d53025dea4c2998dd6a061592b8fb2b9a446c3194c5f408183327599. First bounded source slice: Chapter 9 Section 9.1, printed pages 141–143, equations (9.2), (9.9), (9.10), (9.12); standing partial-application convention Definition 2.25, page 37. Parts I–IV remain curriculum anchors, not completed formalisation.",
      "scope": "Peer Part IV curriculum anchor, reusing existing ASPBE state-preparation/block-encoding APIs. New Chapter 9 adapters, operator-norm approximation, scientific constructions and resource certificates still require separate production admission. No whole-section/book completion is claimed.",
      "formal_status": "external-reference"
    }
  ],
  "required_handoff": [
    "frozen target and access model",
    "exact reused declarations",
    "bounded mathematical delta",
    "assumption differences",
    "independent round-trip evidence",
    "graph contribution and residual boundary"
  ]
}
