{
  "schema_version": 1,
  "query": "",
  "route_id": "spw-controlled",
  "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:bounded-memory",
      "label": "Bounded-memory function representations",
      "domains": [
        "concept:approximation",
        "concept:tensor-networks"
      ],
      "tags": [
        "MPS",
        "TT",
        "QTT",
        "rank",
        "bond",
        "function",
        "high-dimensional",
        "boundary"
      ],
      "question": "Can each bit update a small state instead of selecting a table entry?",
      "formula": "f(b_1,\\ldots,b_m)=\\ell^\\top G_1[b_1]\\cdots G_m[b_m]r,\\quad R\\le 2k+6",
      "mechanism": "Exponentials factor over bits; polynomial coefficients evolve in a degree-bounded space; one unresolved partition boundary is routed through a small additional state.",
      "assumptions": [
        "Explicit cores are supplied from formulas, not selected from an existence theorem",
        "TT rank is bounded across every chosen bit cut",
        "Branch masks, phase information and endpoints are preserved"
      ],
      "proof_steps": [
        "Prove each local core computes its intended bit update.",
        "Induct on the remaining word to identify the contraction with the literal function value.",
        "Count stored core entries and compare with a dense amplitude table."
      ],
      "lean_refs": [
        "QuantumBlockEncoding.HermiteBoundaryInjection.hermiteKernel_eq_sample",
        "QuantumBlockEncoding.HermiteFiniteChain.sourceChain_contract",
        "QuantumBlockEncoding.HermiteFiniteChain.sourceChain_storage"
      ],
      "source_ids": [
        "holmes-matsuura-2020",
        "multivariate-2025"
      ],
      "boundary": "Smoothness or a symbolic formula alone does not guarantee low TT rank or a cheap core supplier in arbitrary dimension."
    },
    {
      "id": "family:state-action",
      "label": "State-action and coherent preparation contracts",
      "domains": [
        "concept:state-preparation"
      ],
      "tags": [
        "state",
        "amplitude",
        "controlled",
        "family",
        "phase",
        "ancilla"
      ],
      "question": "Is the requested object one state, a coherent family, or a mixed state?",
      "formula": "U|0^m\\rangle|0^q\\rangle=|\\psi\\rangle|0^q\\rangle",
      "mechanism": "Fix all output sectors. A family also fixes relative phases between parameters; density-matrix trace error is a separate contract.",
      "assumptions": [
        "Target normalization and nonzero source",
        "Relative phase convention for controlled families",
        "Success probability and garbage register behavior declared"
      ],
      "proof_steps": [
        "Read the exact first-column predicate.",
        "Prove each target amplitude and every non-clean sector.",
        "For controlled families, prove a single coherent map rather than per-parameter rays."
      ],
      "lean_refs": [
        "QuantumBlockEncoding.ConstructiveHermitePreparation.prepare_columns"
      ],
      "source_ids": [
        "yuan-zhang-2023"
      ],
      "boundary": "Correctness up to a parameter-dependent global phase is not sufficient for a coherent family."
    },
    {
      "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."
    }
  ],
  "routes": [
    {
      "id": "spw-controlled",
      "title": "Coherent parameter-dependent families",
      "priority": 1,
      "status": "research-target",
      "setting_id": "setting:joint-parameter-data-supplier",
      "formula": "U:\\sum_a c_a|a\\rangle|0\\rangle\\longmapsto\\sum_a c_a|a\\rangle|f_a\\rangle",
      "goal": "Produce one coherent template for jointly structured parameters and data with a uniform error bound.",
      "motivation": "Parameterized PDEs, source histories and Bayesian conditional states require superpositions of inputs, not separate classically compiled circuits.",
      "input_model": "Parameter a is a quantum register; one shared joint coefficient/core supplier is provided with a uniform norm bound.",
      "assumptions": [
        "Relative phases are fixed across a",
        "Norms stay bounded away from zero on the promised parameter domain",
        "Branch selection and numerical rank changes are controlled coherently or avoided"
      ],
      "target_bound": "Polynomial dependence on the joint structural parameters and parameter bit length, rather than a table of independent preparations.",
      "known_boundary": "A family of individually easy states need not have an easy coherent supplier. Per-parameter correctness up to phase is insufficient.",
      "families": [
        "family:state-action",
        "family:bounded-memory",
        "family:charged-access"
      ],
      "source_ids": [
        "yuan-zhang-2023",
        "qkan-2026"
      ],
      "lean_refs": [],
      "steps": [
        {
          "id": "phase-contract",
          "target": "Define the coherent family contract including phases and clean workspace.",
          "acceptance": "One matrix action for arbitrary parameter superpositions."
        },
        {
          "id": "joint-structure",
          "target": "Derive a joint tensor/polynomial representation.",
          "acceptance": "Uniform rank/degree and nonzero normalization proof over all allowed parameters."
        },
        {
          "id": "uniform-error",
          "target": "Compile with uniform error and cost.",
          "acceptance": "Operator-action error on the whole parameter-data subspace, not only sampled parameter values."
        }
      ],
      "next": "Use an affine parameterized Hermite or Gaussian family as a small exact model before time-dependent PDE source histories.",
      "lower_bound": {
        "status": "model-definition-pending",
        "task": "Keep arbitrary CQSP lower bounds separate from the restricted joint-structure promise.",
        "comparison_key": "setting:joint-parameter-data-supplier"
      },
      "benchmarks": [
        "Width-dependent Gaussians",
        "Parameter-dependent Hermite smoothing",
        "Time-dependent source terms"
      ]
    }
  ],
  "hyperedges": [
    {
      "id": "transport:hermite-compression",
      "label": "Exact function structure to bounded memory",
      "tails": [
        "family:hermite-bernstein",
        "family:matrix-contract"
      ],
      "heads": [
        "family:bounded-memory"
      ],
      "formula": "\\{\\text{degree and subdivision},\\text{bit/branch contract}\\}\\Longrightarrow R\\le2k+6",
      "mechanism": "Keep local polynomial updates and branch routing together; neither alone proves the sampled source.",
      "hypothesis_map": "Endpoint jets, grid coordinate, boundary ownership and bit order agree.",
      "conclusion_map": "The finite core contraction equals the literal sampled Hermite function.",
      "failure_boundary": "A degree statement alone does not account for an arbitrary number of pieces.",
      "source_ids": [
        "holmes-matsuura-2020"
      ],
      "lean_refs": [
        "QuantumBlockEncoding.HermiteFiniteChain.sourceChain_contract"
      ],
      "status": "curated-transport",
      "review": "independent conceptual review pending; local Lean roots have their own build evidence"
    },
    {
      "id": "transport:tt-to-sp",
      "label": "Normalize AND compile AND clean",
      "tails": [
        "family:bounded-memory",
        "family:gram-normalization",
        "family:local-isometry"
      ],
      "heads": [
        "family:state-action"
      ],
      "formula": "\\{\\text{explicit TT},\\ Z>0,\\text{local compiler}\\}\\Longrightarrow U|0^{m+q}\\rangle=|g_k\\rangle|0^q\\rangle",
      "mechanism": "Compose the source, norm and primitive-circuit interfaces.",
      "hypothesis_map": "Real normalized scalar-boundary chain, rank bound, padded register layout and signed residual boundary.",
      "conclusion_map": "All target amplitudes and all non-clean sectors, plus actual primitive-list count.",
      "failure_boundary": "An existence-only TT representation or unknown normalizer is not a data-producing compiler.",
      "source_ids": [
        "holmes-matsuura-2020"
      ],
      "lean_refs": [
        "QuantumBlockEncoding.ConstructiveHermitePreparation.prepare_spec"
      ],
      "status": "curated-transport",
      "review": "independent conceptual review pending; not a certified functor"
    },
    {
      "id": "transport:sp-select-be",
      "label": "SP + SELECT gives an LCU block",
      "tails": [
        "family:state-action",
        "family:prepare-select"
      ],
      "heads": [
        "concept:block-encoding"
      ],
      "formula": "P^†\\operatorname{SELECT}(U)P\\rightsquigarrow A/\\alpha",
      "mechanism": "The AND node explicitly includes controlled operator access and unpreparation.",
      "hypothesis_map": "Square-root coefficient amplitudes, SELECT unitaries, adjoint access and phase convention.",
      "conclusion_map": "A specified projected matrix block, not merely one state.",
      "failure_boundary": "No arrow from an isolated prepared state to arbitrary A; state copies do not supply controlled U or U-dagger.",
      "source_ids": [
        "zhang-yuan-2024"
      ],
      "lean_refs": [],
      "status": "proposal",
      "review": "independent review pending"
    },
    {
      "id": "transport:be-to-sp",
      "label": "BE + input + overlap gives a state branch",
      "tails": [
        "concept:block-encoding",
        "family:spectral-filter",
        "family:state-action"
      ],
      "heads": [
        "concept:state-preparation"
      ],
      "formula": "\\Pi U_A(|0\\rangle|\\psi\\rangle)=A|\\psi\\rangle/\\alpha",
      "mechanism": "Project the block, retain the accepted branch and account for success amplification.",
      "hypothesis_map": "Nonzero A psi, available input preparation and declared oracle inverses/controls.",
      "conclusion_map": "Normalized A psi conditional on success or an explicitly amplified approximation.",
      "failure_boundary": "Small overlap can dominate the cost; this is not an unconditional cheap reverse conversion.",
      "source_ids": [
        "mcardle-gilyen-berta-2026",
        "lin-tong-2020"
      ],
      "lean_refs": [],
      "status": "proposal",
      "review": "independent review pending"
    }
  ],
  "required_handoff": [
    "frozen target and access model",
    "exact reused declarations",
    "bounded mathematical delta",
    "assumption differences",
    "independent round-trip evidence",
    "graph contribution and residual boundary"
  ]
}
