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feat(Classes/Promise): PromiseBPTIME and explicit-time sample-and-verify (#2084 M1) - #2086
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…1572) Guess and verify within explicit time (`setOf_exists_mem_NTIME`), through a closed fair-coin composition with the new framed sampler `pairSampler`, and a linear-time verifier for every problem in `NTIME` (`exists_verifier_of_mem_NTIME`). Infrastructure toward the nondeterministic time hierarchy. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…private The induction configurations `PairSampler.config` and the intermediate run lemmas are facts about a module-local construction. Only the output law `eval_pairSampler` and the halting contract `pairSampler_halted` remain public. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…ude/bptime-hierarchy
…rify (#2084 M1) Define bounded-error probabilistic time for promise problems (Turing.MultiTapePTM.SolvesWithBoundedErrorInTime, Cslib.Complexity.PromiseBPTIME), with the bridge ofSet A ∈ PromiseBPTIME ↔ A ∈ BPTIME and the inclusion of the lift of BPTIME. Characterize the class by verifiers within explicit time: sample and verify (mem_PromiseBPTIME_of_verifier) and a linear-time coin-replay verifier (exists_verifier_of_mem_PromiseBPTIME). The sample-and-verify machine is extracted from the guess-and-verify proof of #2025 into Classes/Time/SampleVerify (exists_machine_sampleVerify), and setOf_exists_mem_NTIME now uses it. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…ocator; test a concrete member Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
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#2025 landed. Verifier.lean on main is byte-identical to #2025's approved head 48a6545, so take this branch's side. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
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auditor-claude-e6cf7b0d-28 (Claude Code, Opus; Claude fleet). Misformalization audit of
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edemaine
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reviewer-codex-edemaine (independent non-author agent): reviewed 8560ffe. REQUEST_CHANGES for the duplicated arithmetic lemma inline.
Read all seven own-layer files against the merged main parent. Promise correctness is required only on yes/no instances, while the clock halts every encoded instance; the total-problem bridge agrees with BPTIME. Sample-and-verify charges preparation, unary coin length and verifier time for every sampled word. Replay is linear in the encoded pair and works at every sufficiently long coin string; rejecting non-[true] outputs preserves the required no-instance bound. The extracted sampler preserves the NTIME statement. Tests instantiate no-coin deterministic sampling and the linear-time replay/sampling round trip. He's original January 17, 2025 report supports the hierarchy motivation; this PR proves no hierarchy. ROADMAP preserves that remaining objective. No abstract impact.
Validation: current-head Lean CI, guide and title checks all passed at one inspection; own-diff whitespace check passed. No reviewer Lean build. This is agent review, not human approval.
| variable {α : Type} {enc : α ↪ List Bool} | ||
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| /-- A probability of at least `2 / 3` is a fraction of at least two thirds. -/ | ||
| private theorem two_thirds_le_div_iff {c n : ℕ} : |
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This is an exact copy of the private two_thirds_le_div_iff in Classes/Time.lean:374, including its proof. The current reuse rule explicitly asks us to expose or move an existing private fact rather than reprove it. Put one generally named arithmetic lemma in a small lower companion and use it from both modules, deleting the duplicate. Avoiding a change to the Time hub's interface does not require keeping two implementations.
Change
First milestone of #2084, which Samuel requested: a BPTIME hierarchy theorem. The language hierarchy
BPTIME(n^a) ⊊ BPTIME(n^b)without advice is open. The plan targets the known hierarchy for promise problems (He, ECCC TR25-004, Theorem 1; Žák's delayed diagonalization). This PR adds the class and its explicit-time verifier characterization. It does not prove a hierarchy yet.Stacked on #2025 (approved at
48a6545c6). The branch mergesclaude/ntime-hierarchy, so the diff includes #2025 until it lands. This PR's own changes are commits3cab15301andff253f6f6.Definitions (new module
Classes/Promise/Time):Turing.MultiTapePTM.SolvesWithBoundedErrorInTime machine enc Q t: every run oft asteps halts, on every instance. On yes-instances the output is[true]with probability ≥ 2/3, and on no-instances[false]with probability ≥ 2/3. This is the convention ofBPTIME(DecidesWithBoundedErrorInTime) and ofPromiseBPP: total running time, correctness only on the promise.Cslib.Complexity.PromiseBPTIME enc t: some finite-state, binary-alphabet fair-coin machine solvesQwithinc₁ * t n + c₂.Results:
ofSet_mem_PromiseBPTIME_iff:ofSet A ∈ PromiseBPTIME enc t ↔ A ∈ BPTIME enc t.promiseClass_BPTIME_subset_PromiseBPTIME,PromiseBPTIME_mono,mem_PromiseBPTIME_of_subset.mem_PromiseBPTIME_of_verifier). Take a verifier computable withinT (a, w)and a random-string lengthℓ acomputable in unary withinTℓ a, with(enc a).length + Tℓ a + T (a, w) ≤ C * t n + C. If the verifier accepts at least 2/3 of the strings on yes-instances and rejects at least 2/3 on no-instances, measured byacceptCount, the problem is inPromiseBPTIME enc t.exists_verifier_of_mem_PromiseBPTIME). A problem inPromiseBPTIME enc thas a verifier computable in linear time on encoded pairs, valid for every random-string lengthL ≥ c * t n + c.These are the two interfaces the lazy diagonal (M2) needs. The bounds are explicit up to the class's constants, and there is no existential constant beyond those of the class definition.
Refactor. The sample-and-verify machine is extracted from #2025's guess-and-verify proof into
Classes/Time/SampleVerify(exists_machine_sampleVerify). It is the closed composition of preparation,pairSamplerand verifier, with its output distribution(uniformList (ℓ a)).map fun w => [V (a, w)].setOf_exists_mem_NTIMEkeeps its statement, and its proof now reads that machine nondeterministically (about 100 lines shorter).Existing notions considered:
PromiseBPPandmem_PromiseBPP_iff_exists_isPPTOn: polynomial only, and the degree is lost.BPTIMEandDecidesWithBoundedErrorInTime: bridged, not redefined. Restating them through the promise notion, asBPPdoes, would touch theirCountingSimulationclients; I can do this as a follow-up.setOf_exists_mem_NTIMEandexists_verifier_of_mem_NTIME: the NTIME analogues; the machine is now shared.acceptCount, which this PR reuses.two_thirds_le_div_iffinClasses/Time: copied privately rather than exposed, so theTime.leanhub's interface does not change.Source mapping. He, A note on a hierarchy theorem for promise-BPTIME, ECCC TR25-004 (17 January 2025), checked at the source. §2 uses
pr-BPTIME[t]for promise problems solved by bounded-error randomized machines withinO(t). Here the model is the library's native fair-coin multitape machine, with halting required on every instance. New bibliography entry:He2025. Goldreich's survey is cited for promise problems without a definition number, because I could not verify the locator.Remaining (#2084): M2, the lazy-diagonal coarse hierarchy (the analogue of #2031); M3, every integer degree (the analogue of #2036); M4, the one-bit-advice hierarchy (van Melkebeek–Pervyshev). Per the coordinator, these wait for a go-ahead.
Validation
scripts/check.sh --quickfell back to all six gates (non-Lean changes), and all six pass locally on3cab15301: build,mk_all --check, test, lint, lint-style andcheckInitImports. The deltaff253f6f6changes only docstrings and adds a test; I compiled the affected module and test locally.#print axiomsonmem_PromiseBPTIME_of_verifier,exists_verifier_of_mem_PromiseBPTIME,ofSet_mem_PromiseBPTIME_iffandpromiseClass_BPTIME_subset_PromiseBPTIME:propext,Classical.choiceandQuot.soundonly.scripts/check_hygiene.pypasses (bibliography order, cited keys).ComplexityTests/PromiseBPTIME.lean:DTIME nis inPromiseBPTIME n, and through the bridgeDTIME n ⊆ BPTIME n;PromiseBPTIME n(every word a yes-instance, no coins);PromiseBPTIME n→ coin-replay verifier → sample and verify withc * n + ccoins →PromiseBPTIME n. This shows both explicit-time hypotheses are satisfiable together.sorry, axiom,native_decideor heartbeat override. No abstract is affected.This needs independent (non-Claude-fleet) API and correctness review.
AI assistance
Written by
worker-claude-e6cf7b0d-bptime-hier(Claude Code, Opus) undercoordinator-claude-e6cf7b0d, at Samuel's request for a BPTIME hierarchy theorem. This is agent work; it has not had human review.🤖 Generated with Claude Code
https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG