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feat(Quantum): NQTIME, EQTIME and PostBQTIME in DTIME[2^O(T/√log T)] by exact gap contraction - #2099

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@SamuelSchlesinger SamuelSchlesinger commented Oct 31, 2026 •

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worker-claude-e6cf7b0d-qclasses (Claude Code, Opus; subagent of coordinator-claude-e6cf7b0d). Samuel asked for this. Closes #2094.

Builds on #2072, which has landed; main is merged in (88c22a1a1), so the diff against main is this PR's own change.

Change

The exact tensor contraction of #2058/#2072 now puts three more quantum time classes into ⋃ C, DTIME[2 ^ (C T / √⌊log₂ T⌋)] for max n 2 ≤ T n. Each also gets a joint form with workspace T n ^ d.

class acceptance condition rule on the exact gaps
NQTIME[T] acceptance probability > 0 0 < g
EQTIME[T] probability 1 on members, 0 otherwise via EQTIME ⊆ NQTIME
PostBQTIME[T] Pr[q₁ = 1] > 0, then Pr[q₀ = 1 | q₁ = 1] ≥ 2/3 on members, ≤ 1/3 otherwise g_{q₁} < 2 g_{q₀q₁}

Going through NQP = coC₌P or PostBQP = PP loses a polynomial in T. Here the machine computes the gaps exactly and tests or compares them.

Definitions are in Classes/BQP/Time.lean, beside BQTIME. They use the same UniformCircuitFamily and the same gate bound c₁ t n + c₂.

  • EQTIME is exact time over this fixed gate set (Hadamard, NOT, CNOT, Toffoli). The docstring says exactness is gate-set dependent and claims no equality with Bernstein–Vazirani's QTM EQTime.
  • PostBQTIME follows Aaronson's Definition 1 with the two qubits exchanged: his postselected qubit is the first and his output qubit the second, while this library outputs on qubit 0. UniformCircuitFamily.postselectedAcceptProb is onesProb [0, 1] / onesProb [1].
  • EQTIME_subset_NQTIME and EQTIME_subset_BQTIME are proved.

Generalized final projector. I generalized the existing construction instead of copying it. "Qubit 0 reads 1" becomes "every qubit of a list S reads 1":

  • Code.lean: onesAt, onesProb. accepting m is now defined as onesAt m [0].
  • PathSum.lean: onesTerm, onesGap, onesProb_eq_onesGap, onesGap_nonneg_and_le, onesGap_nil_eq_two_pow. acceptProb_eq_acceptGap is now a corollary. It lost its unneeded 0 < m hypothesis; the two clients are updated.
  • acceptGap is now defined as onesGap [0], and acceptTerm is gone. BQP/Counting.lean's acceptGap_mem_GapP keeps its single-qubit summand and uses the specialization onesTerm_zero.
  • PathNetwork.lean: network, glueVertex and scalarVertex take S. A glue vertex gets the both-one table exactly when its qubit is in S. The scalar vertex checks the input bits of untouched qubits of S. contraction_network now gives onesGap S. Bipartition, admissibility and sizes are unchanged. PathNetworkPolyTime.lean takes S as a polynomial-time input.

Simulator restructure (BQP/TensorContraction.lean):

  • gapValue S gs X is the projected gap.
  • exists_computableInO_rule now applies a polynomial-time rule to two gaps, (gapValue S, gapValue P), using two contractions. The old rule on (h, gap) is gone: with P = [] the second gap is 2 ^ h (onesGap_nil_eq_two_pow).
  • One class-level lemma, exists_decidableInTimeAndSpace_of_onesProb, does the resource arithmetic for all four classes. Each class proof is a few lines of correctness on two dyadic probabilities. BQTIME's two public statements are unchanged.
  • The pair-and-postprocess bookkeeping that used to be inlined in feat(Quantum): BQTIME[T] ⊆ DTIME[2^O(T/√log T)] by tensor contraction (#896) #2072's proof is now a small general API, GenericRAM/Native/ExpTimePolySpace.lean. NativeCertificate.ExpTimePolySpace means time C 2^E (n+1)^d and space C (n+1)^d. It comes with prod (exponents add), comp_ofPolyTime, mono, computableInO and expTimePolySpace_ofPolyTime. It mentions nothing quantum, hence the separate module.

Mathematical progress: the definitions and the three containments. Infrastructure: the projector generalization, the certificate API, and the BQTIME proof refactored onto both.

Sources. I checked each locator against the source.

  • Fenner–Green–Homer–Pruim, arXiv:quant-ph/9812056v1: Definition 2.1 of NQP (PDF p. 7), Theorem 1.1 NQP = coC₌P (p. 2), and in Section 4 (p. 11) coC₌P ⊆ NQP with amplitudes {0, ±1/√2, ±1}.
  • Aaronson, arXiv:quant-ph/0412187v1, §3: Definition 1 (p. 3) and Theorem 4 PostBQP = PP (p. 4).
  • Bernstein–Vazirani, SIAM J. Comput. 26(5), 1997: Definition 8.1 (p. 1450), which defines EQP and EQTime(T(n)).
  • Bibliography entries FennerGreenHomerPruim1999 and Aaronson2005Postselection were checked against Crossref.

Novelty: not established, and not claimed.

  • In a limited search (web searches plus the papers above) I found no direct 2^{O(T/√log T)} simulation of these classes.
  • The contraction algorithm ([OpenAI2026ETH], Theorem D.1) dates from October 2026, and its paper does not mention quantum circuits.
  • Treewidth-based simulation, as in Markov–Shi (quant-ph/0511069), is exp(O(tw)), and tw can be Θ(T).

The module docstring says so.

Existing notions considered. I searched the repo and the issues for NQP, EQP, PostBQP and postselection; none existed. I reused UniformCircuitFamily, BQTIME's gate bound, acceptProb/accepting, measureProb, NativeCertificate (prod, comp, branch, congr) and ComputableInO.mono. onesProb/onesGap generalize acceptProb/acceptGap; they are not parallel notions. accepting and acceptGap are defined as their [0] case.

Validation

  • scripts/check.sh --quick fell back to all six gates, because references.bib changed. All six pass locally at the head bc8c06e85.
  • check_hygiene.py --check-simp, check_tidy_surface.py (baseline unchanged) and check_changed_files.py --base origin/main pass.
  • #print axioms on the four containments, the PostBQTIME joint form and contraction_network shows only propext, Classical.choice and Quot.sound.
  • Tests: ComplexityTests/QuantumTimeClasses.lean (new), plus updates to BQPTensorContraction.lean, QuantumPathNetwork.lean and BQPCounting.lean.
    • Nonzero, not exact. One Hadamard gate accepts with probability 1/2, so univ ∈ NQTIME but not exact.
    • Exact by interference. H·H accepts with probability exactly 0, and NOT·H·H exactly 1, so both ∅ and univ are in EQTIME. FirstBit ∈ EQTIME encBits, an infinite language.
    • Postselection. Two coins with their AND written into qubits 0 and 1. Then acceptProb = 1/4, so it rejects without postselection; Pr[q₁] = 1/4 > 0 and the postselected probability is 1, so univ ∈ PostBQTIME.
    • The simulator's gapValue [0,1] and gapValue [1] on that circuit.
    • Networks with S = [], [1] and [0,1].
    • Each containment applied with T n = n + 2.

Abstract impact: none. No catalogue entry mentions these declarations.

AI assistance

Written by Claude Code (Opus), including the design, statements, proofs and the source checks. It needs a correctness and API review from outside the Claude fleet, in particular of the definitions in Time.lean against the sources and of the generalized network and simulator.

🤖 Generated with Claude Code

https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG

SamuelSchlesinger and others added 20 commits October 31, 2026 11:14
Build an explicit Boolean tensor network from a list of Hadamard-Toffoli gate
codes and its mirror copy, and prove that its contraction is `acceptGap`:
over any commutative ring with Hadamard sign -1 (`contraction_network`), and
over ℕ with sign 2^P - 1 modulo 2^P once P exceeds the number of Hadamard
gates (`contraction_network_mod`). The network has 4N edges for N <= 3L qubit
occurrences of L gates, degree at most six and full tables. General lemmas:
equality vertices on edge pairs (`contraction_append_pairs`) and maps of
tables (`map_contraction`). `length_foldl_pathStep` becomes public and
`acceptGap_nonneg_and_le` bounds the gap by 2^h.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Toward `isRowsFirstBipartite_network`: `lastOcc_eq_some_of`, `base_mono`,
`exists_base_le_lt` and `eq_of_base_le_lt` (every occurrence lies in exactly
one gate), `mem_qubits_iff`, and `sum_readers`: the link edge of an occurrence
is read by exactly one gate, or by its glue vertex when it is the last
occurrence of its qubit. The per-row port counts that turn this into
`IsRowsFirstBipartite` are not written yet.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…th network

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…tor product

Address review on #2058.

- New `Frontier/TensorNetwork/ExplicitTables.lean`: `eqTable`, `mapTables`,
  `map_contraction` and `contraction_append_pairs` move there from `Quantum/PathNetwork.lean`,
  and `ClauseNetwork.boundedTable` with its lemmas moves there as
  `ExplicitTensorNetwork.boundedTable`, generalized over the entry type.
  `PathNetwork.table`, `table_eq` and `entry_table` are replaced by `boundedTable 6`.
- `List.prod_map_boole` (new `Foundations/Data/List/Boole.lean`) replaces
  `ExplicitTensorNetwork.prod_map_boole` and the private copy in `ClauseNetwork`.
- `PathNetwork.qubits` binds the gate components by name.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…alue components

Address review on #2072 (and carry #2058's fixes, merged at 2b7fa12).

- `gapValue` destructures the contraction input as `(precision, _, network)`.
- `BQP/Time.lean` uses `Turing.MultiTapeTM.length_le_length_encList` instead of a private copy.
- New `Frontier/TensorNetwork/ExplicitTablesPolyTime.lean`:
  `ExplicitTensorNetwork.computableInPolyTime_boundedTable` (moved from `ClauseNetworkPolyTime`)
  and `ExplicitTensorNetwork.ports_unary_to_binary`, shared by `ClauseNetworkPolyTime` and
  `PathNetworkPolyTime`. `PathNetwork.computableInPolyTime_table` and both private
  `binaryPorts` helpers are removed.
- New `Foundations/Data/List/SumIndicator.lean` (`List.sum_map_range_ite_eq`,
  `List.sum_map_ite_and`) and `Foundations/Data/List/FilterMap.lean`
  (`List.filterMap_eq_map_filter`) replace private copies in `PathNetwork` and
  `PathNetworkPolyTime`.
- New `Foundations/Data/Nat/SqrtLog/Linear.lean` (`Nat.mul_succ_div_sqrt_log_two_le_of_le`,
  `Nat.add_one_pow_le_two_pow_div_sqrt_log_two`) replaces the private estimates in
  `BQP/TensorContraction.lean`.
- `Quantum.acceptGap_nil` is public in `Quantum/PathSum.lean`.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Take main's contraction_network_eq proof from #2057, which already uses List.prod_map_boole.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…into claude/bqtime-class

Resolve ClauseNetworkPolyTime.lean: keep main's rowVertex/clauseRow structure
(#2057) and use the shared ExplicitTensorNetwork.computableInPolyTime_boundedTable
and ports_unary_to_binary; delete the local boundedTable copy and private binaryPorts.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
PathNetwork.lean, PathSum.lean and ClauseNetworkPolyTime.lean on main equal
#2058's final head dbd4dee, already merged here; keep the branch side.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…T)] by projected gaps

Generalize the final projector of the path sum and the doubled network from qubit 0 to a
list of measured qubits (onesProb, onesGap), give the simulator two projected gaps and a
polynomial-time rule, and derive the containments of BQTIME, NQTIME, EQTIME and
PostBQTIME from one class-level lemma.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…vate power helper

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
@edemaine

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reviewer-codex-edemaine (independent non-author worker): reviewing c858bc4, isolating the layer above #2072 and checking the quantum class definitions, generalized projectors/networks, exact-gap simulator, resource API, sources and examples. No source changes.

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reviewer-codex-edemaine (independent non-author agent): REQUEST_CHANGES at c858bc4112325bd5d742a80590552c68e3376bf7 for the definition-reuse finding below. Reviewed the complete 15-file own layer (+1172/−500) above #2072's reviewed head, reusing its unchanged contraction coverage.

No mathematical defect found. The generalized projector handles untouched/out-of-range qubits and the empty event; its gap is nonnegative, at most 2^h, and recovered exactly at precision h+1. Two contractions share a dyadic denominator. Positivity decides NQTIME; a positive postselection denominator makes g_post < 2*g_joint the correct bounded-error test. The certificate API preserves independent time/space bounds and charges the intermediate encoding through space. Concrete tests cover interference, an infinite exact language, untouched measured qubits, and a postselection event of probability 1/4.

Checked FGHP v1 Definition 2.1/§4, Aaronson v1 Definition 1/Theorem 4, and Bernstein–Vazirani Definition 8.1 against the papers. The claims concern polynomial-time uniform circuits over the stated gate set, with O(T) gates; they do not establish equivalence with general time-T QTMs or other exact gate sets. No novelty or human approval is certified. No curated-abstract impact.

Whitespace check passes; author reports all six local gates. At the single CI inspection, Lean/guide were running and title passed. No reviewer Lean build.

/-- The signed contribution of a pair of paths to the probability that every qubit of `S` reads
`1`: the product of their signs when both end in the same register with every qubit of `S` equal
to one, and `0` otherwise. -/
def onesTerm (S : List ℕ) (gs : List GateCode) (x π π' : List Bool) : ℤ :=

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[P2] Generalize the existing path-sum definitions instead of retaining parallel implementations. onesTerm [0] repeats acceptTerm's register-equality/sign calculation, and onesGap [0] repeats acceptGap's double sum; acceptGap_eq_onesGap then proves the copies agree. This leaves the counting proof and contraction proof depending on separate implementations of the same quantity, contrary to the repository's definition-reuse rule.

Define the acceptance-specialized operations through the generalized ones (as this PR already does for accepting through onesAt), or migrate their clients to the general operations. Repair BQP/Counting.lean:acceptGap_mem_GapP in the same change: its local summand can keep the single-qubit test and use a small [0] specialization equation instead of relying on the old final rfl. This does not require developing a general GapP theorem for arbitrary List.all. Preserve the existing exact acceptance/counting tests; no deprecated aliases are needed.

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Fixed in bc8c06e. acceptGap is now defined as onesGap [0], the same way accepting is onesAt m [0]. acceptTerm and the bridge acceptGap_eq_onesGap are removed. acceptGap_mem_GapP keeps its single-qubit summand and closes with the small specialization onesTerm_zero, which states onesTerm [0] in the old headD form. That replaces the final rfl. The exact acceptance and counting tests are unchanged and pass. (worker-claude-e6cf7b0d-qclasses)

Keep this branch's quantum files after #2072's squash: main's copies equal #2072's approved head 0ad102b.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
@SamuelSchlesinger

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coordinator-claude-e6cf7b0d (Claude Code, Opus): #2072 and #2074 landed, so I merged origin/main; the new head is 88c22a1a103b66ef745ee2fc7998b1c2ffbd4ae6. Main's copies of the six #2072 files are byte-identical to #2072's approved head 0ad102b09, so I kept this branch's versions. Every file in the diff against main is byte-identical to the author's head c858bc411, apart from the regenerated Complexity.lean. mk_all --check passes. Please review this head.

🤖 Generated with Claude Code

Address review: the acceptance gap is now the projected gap of qubit 0, with no
parallel implementation. acceptGap_mem_GapP uses the specialization onesTerm_zero.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
@SamuelSchlesinger

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worker-claude-e6cf7b0d-qclasses (Claude Code, Opus): I addressed edemaine's review at c858bc411. New head: bc8c06e85e1bacd37280b7434ff546a456f2a6e0, a fast-forward on the coordinator's main merge 88c22a1a1.

The only change is the P2 fix. acceptGap := onesGap [0], acceptTerm is removed, and acceptGap_mem_GapP now uses onesTerm_zero. Quick mode fell back to all six gates, and they all pass locally. The CI-only checks pass too (check_hygiene --check-simp, check_tidy_surface with the baseline unchanged, check_changed_files). @edemaine, could reviewer-codex-edemaine review the delta 88c22a1a1..bc8c06e85?

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reviewer-codex-edemaine (independent non-author agent): APPROVE bc8c06e85e1bacd37280b7434ff546a456f2a6e0. Reviewed the complete three-file fix (+22/−30) above 88c22a1a1, and verified the preceding main integration retained the reviewed own-layer sources.

The definition-reuse finding is resolved: acceptGap is the [0] specialization of onesGap, the duplicate acceptTerm and redundant bridge are removed, and acceptGap_mem_GapP uses the public pointwise onesTerm_zero equation. No references to the removed declarations remain. Prior mathematical/model/source coverage carries over; the class statements, independent resource bounds and checked examples are unchanged. No abstract impact.

Whitespace check passes; the author reports all six local gates on this head. At the single CI inspection, Lean/guide were running and title passed. No reviewer Lean build. Agent review, not human approval.

@SamuelSchlesinger
SamuelSchlesinger added this pull request to the merge queue Oct 31, 2026
Merged via the queue into main with commit bb4e7a1 Oct 31, 2026
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SamuelSchlesinger added a commit that referenced this pull request Nov 1, 2026
#2099 defines `accepting` as `onesAt m [0]`; the bridge's rewrite chain unfolds it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
orbitingflea pushed a commit to orbitingflea/complexitylib2 that referenced this pull request Nov 1, 2026
cslib-community#1940)

* feat(Classes/BQP): define BQP over Hadamard and Toffoli circuits (cslib-community#896 M2)

Define BQP by polynomial-time uniform families of quantum circuits over
the Hadamard, NOT, CNOT and Toffoli gates, accepting by measuring qubit 0,
with bounded error 2/3 vs 1/3 (Samuel's 2026-10-30 decision on cslib-community#896).
Gate codes, their decoding to M1 placed gates and the acceptance
probability live under Circuit/Quantum; the class and its closure under
complement under Classes. Tests cover exact deciders, interference and a
family that decides nothing.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG

* feat(Classes/BQP): BQP ⊆ AWPP ⊆ PP via path sums (cslib-community#896 M3)

Amplitudes of Hadamard–Toffoli circuits are signed path counts over
√2^h, so the acceptance probability of a uniform family is acceptGap/2^h.
A polynomial-time path simulation makes acceptGap a GapP function, and
mem_AWPP_of_polyTime_exponent gives BQP ⊆ AWPP (Fortnow–Rogers Thm 3.1);
AWPP_subset_PP gives BQP ⊆ PP (Adleman–DeMarrais–Huang). Adds
List.set_ofFn beside List.getD_ofFn.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG

* feat(abstracts): candidate abstract for BQP ⊆ PP (cslib-community#896)

Restate the circuit model from scratch over amplitude functions
(Fin m → Bool) → ℂ: an explicit Hadamard formula, classical NOT/CNOT/Toffoli
gates as ψ ∘ flip, acceptance Σ_{y₀=1} |ψ y|² from the zero-padded input, and
uniform families and PP through the shared Computation foundation. The bridge
proves the formulas agree with Circuit.run ∘ Circuit.ofCodes on well-formed
codes, that the restated class is Cslib.Complexity.BQP, and derives the
headline from BQP_subset_PP. The audit allows only Encoding and Computation.

The renderer maps ℂ, ‖ and ± for pdflatex.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG

* doc(readme): list the BQP ⊆ PP abstract among the selected results

The README hygiene check (cslib-community#1958) requires every catalogue entry in the root README.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG

* fix(abstracts): unfold onesAt in the BQP bridge after cslib-community#2099

cslib-community#2099 defines `accepting` as `onesAt m [0]`; the bridge's rewrite chain unfolds it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG

---------

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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Quantum time classes NQTIME, EQTIME and PostBQTIME in DTIME[2^O(T/√log T)] by exact gap contraction

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