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percolation-after-anthropic

Lean proofs of Kozma–Nitzan inequalities, independent hyperedge gluing, and critical site percolation
Open repo on GitHubgithub.com/nitromannitol/percolation-after-anthropic
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Lean proofs of Kozma–Nitzan inequalities, independent hyperedge gluing, and critical site percolation
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README — the repo's own words, folded up so the grading fits on one screen

Percolation after Anthropic

A machine-checked Lean 4 development of the Kozma–Nitzan connection inequalities for Bernoulli percolation and of their extension to independent hyperedges and site percolation. Its headline theorem is that nearest-neighbour Bernoulli site percolation on ℤ^d, d ≥ 3, has no infinite open cluster at its critical parameter, θ_site(p_c) = 0.

The development builds on Anthropic's bond-percolation proof, a pinned git dependency, and on mathlib. The results on the Kozma–Nitzan conjectures are stated precisely in the accompanying manuscript, docs/kn-results.pdf (LaTeX), which follows the numbering of Kozma and Nitzan's paper. VERIFICATION.md records the review and the reproducible checks.

What is proved

The headline theorem. Hypergraph/FinalCriticality.lean proves

KNAll.Site.site_no_percolation_at_critical (d : ℕ) (hd : 3 ≤ d) :
  thetaSite d (criticalProbSiteI d) = 0

where thetaSite d p is the probability that the open cluster of the origin is infinite for site percolation on ℤ^d in which every vertex is open independently with probability p, and criticalProbSite d is the infimum of {p ∈ [0,1] | θ(p) > 0} ∪ {1}, regarded as a point criticalProbSiteI d of the unit interval. The theorem has no argument other than the dimension and 3 ≤ d. The same file states the conclusion with the cluster and measure definitions unfolded (site_no_percolation_at_critical_expanded and site_no_percolation_at_critical_primitive), proves that the critical parameter lies strictly between zero and one (criticalProbSite_mem_Ioo_of_three_le), and bundles the phase transition in site_phase_transition. The planar site result is outside this declaration's scope.

The Kozma–Nitzan inequalities. KNConjectures/ contains the finite bond results, with the numbering of Kozma and Nitzan (there is no Conjecture 5 and no Question 6). Here o ↔ A means that o is connected to some vertex of A in a finite weighted graph with independent edges.

Paper Lean statement File
Conjecture 1, P(o ↔ b) ≥ P(o ↔ A) min_{x∈A} P(x ↔ b) KNAll.conjecture1_holds Conjectures.lean
Conjecture 1, derived directly from the bond-percolation proof of the dependency KN1Corollary.kozmaNitzan_conjecture1 KozmaNitzanConjecture1.lean
Conjecture 2 and its strong form (display (3)) KNAll.conjecture2_holds, KNAll.conjecture2Strong_holds Conjectures.lean
Conjecture 3 KNAll.conjecture3_holds Conjectures.lean
Conjecture 4, with the minimizer fixed before conditioning, and for monotone cluster properties KNAll.conjecture4_holds, KNAll.conjecture4Fixed_holds, KNAll.conjecture4_clusterProperty_holds Conjectures.lean, ClusterProperty.lean
Conjecture 6, and its strong form without the endpoint hypotheses of display (39) KNAll.Guarded.conjecture6_holds, KNAll.Guarded.conjecture6Strong_holds Conjecture6Proof.lean
Question 5 KNAll.question5_holds Question5.lean
Question 7 KNAll.question7_holds Conjectures.lean
Question 8, every-minimizer reading: a counterexample KNAll.not_question8EveryMin Question8Counterexample.lean
Question 9 KNAll.question9_holds, from KNAll.setSourceFixedMin_holds Question9.lean, Question9Reduction.lean
The comparison principle for increasing functions of a cluster conditioned to avoid a set KNAll.genY_all Conjectures.lean

These are affirmative answers to Questions 5, 7 and 9 and a counterexample to the every-minimizer reading of Question 8: the inequality fails for a vertex that minimizes the avoidance-conditioned score P(a ↔ b, o ↮ A) on a four-vertex graph in which P(o ↮ A) = 0 and both vertices of A minimize. The distinction matters when minimizers tie, and the counterexample does not refute an existential choice among tied minimizers. Conjecture 1 follows from the strong form of Conjecture 2 by Harris's inequality, and Conjecture 3 from Conjecture 1.

Hypergraphs and site percolation. Hypergraph/ proves the finite connection inequality for independent labelled hyperedges, represents site percolation by incidence hyperedges, and carries out the lattice exploration and the parameter descent that give the headline theorem.

  • KNAll.Site.FiniteHyperGluingClosed.hyperedgeGluing (FiniteHyperGluingClosed.lean): in every finite model of independent hyperedges, P(o ↔ b, o ↔ A) ≥ P(o ↔ A) min_{a∈A} P(a ↔ b); for edges of size two this is the finite inequality of Conjecture 1.
  • KNAll.Site.FiniteHyperGluingClosed.pinnedSiteGluing: the same inequality for site percolation on a finite graph when the observer, the target and the vertices of A are open with probability one. KNAll.Site.siteGluingUnpinned_of_hyperedgeGluing (SiteRepresentation.lean) removes the pinning when the observer and the target are distinct and lie outside A.
  • ExactReachableMacroInterpreter.lean and CoreSafeBenchmark.lean carry out the exploration and its comparison process, and ExactCommonQAssembly.lean assembles the common smaller parameter.

What is conditional. Nothing is. Every statement above is a proved theorem; none carries a hypothesis on a cited result, and the headline theorem has no hypothesis other than d and 3 ≤ d. The development depends on the proved bond-percolation library, whose theorems Percolation.Continuity.CSH.cshHolds and Percolation.Continuity.CSH.percolationContinuity_allDimensions (θ(p_c) = 0 for bond percolation, d ≥ 2) belong to that dependency and not to this repository.

Correspondence with the sources. The Kozma–Nitzan statements are closed propositions in Statements.lean, Statements6.lean, Statements9.lean and Question8Defs.lean, whose docstrings give the page or display of Kozma and Nitzan; Conjecture 3 is the dependency's Percolation.Literature.KozmaNitzan2024_conjecture3, and Question 5 is stated by its theorem. The section "Lean Verification" of the manuscript lists the correspondences that are not literal: KNAll.genY_all yields the manuscript's comparison theorem after an order-equivalent rank replaces the real-valued order; KNAll.setSourceFixedMin_holds also covers the empty source; and the formal Conjecture 3 quantifies over the empty set A as well, and the formal Conjecture 6 also covers the degenerate pair v = w. Two results of the manuscript are not part of the Lean certificate: the sharper right-hand side P(o ↔ b, o ↔ A) in its theorem on Question 5 (the Lean theorem has the right-hand side P(o ↔ b) printed by Kozma and Nitzan), and its positive result for Question 8 when |A| ≤ 2 (a unique minimizer works, and every minimizer works if P(o ↮ A) > 0); the reading with a unique minimizer is left open for |A| ≥ 3. The statement of the headline theorem is read against the comparator challenge, whose README maps each vocabulary declaration to its source in this repository or in the dependency.

Guarantees

  • No sorry in the library. The comparator challenge PercolationAudit/SiteCriticality/Challenge.lean contains one intentional statement-level sorry, which its solution file proves.

  • No custom axiom. The principal declarations depend only on mathlib's standard axioms propext, Classical.choice and Quot.sound. scripts/Audit.lean prints their axiom dependencies, and scripts/acceptance.py inspects Lean's elaborated declarations, including implicit and instance binders: it permits natural-number parameters and numeric lower bounds and rejects every other assumption and every nonstandard axiom. The CI workflow build.yml runs both. The checker tests that narrow property, not whether a mathematical definition expresses the intended model.

  • Independent check of the statement. The headline theorem is restated, with the model rebuilt from mathlib primitives alone, in PercolationAudit/SiteCriticality/Challenge.lean. The CI workflow comparator.yml submits the challenge and its solution to leanprover/comparator, which checks that the restatement is proved from the library through an independent implementation of the Lean kernel. See PercolationAudit/README.md and PercolationAudit/DESIGN.md.

  • Pinned toolchain. Lean v4.32.0, mathlib 81a5d257c8e410db227a6665ed08f64fea08e997, and the git dependencies below, recorded in lake-manifest.json and required by lakefile.toml.

    Package Revision
    PercolationContinuity (anthropics/formal-math, subdirectory percolation) 795efb86f191735c5481675763537cfb4ff37e55
    plausible e12c1910fe855cbfc38803cd4e55543906d5fa62
    LeanSearchClient c5d5b8fe6e5158def25cd28eb94e4141ad97c843
    importGraph 7e9612bf0b9ee66db3cb5b9988a35afc706f5a12
    proofwidgets 6e311e2a844da9b2cc3971187df2fe0066947b93
    aesop a7dbf0c63b694e47f425f3dcddbc0e178bb432d3
    Qq 38d591e778f100aec9762bb582f9c7f55f50e9dc
    batteries 023ce7d62a0531e22a5331e20b587817a80d49ff
    Cli 88679d088c9720c27ebdf2ba4dafe17341747f94

Size

About 100,800 lines of Lean in 226 modules (KNConjectures/: 40 modules and its root; Hypergraph/: 184 modules and its root), of which about 78,500 lines are code once comments and blank lines are removed, on top of the Anthropic bond-percolation library (247 modules). The comparator surface under PercolationAudit/ is not counted.

Building

Install Git, Python 3 and elan. The toolchain is pinned in lean-toolchain and selects Lean 4.32.0. Allow substantial disk space for mathlib and the bond development. From a clone:

git clone https://github.com/nitromannitol/percolation-after-anthropic.git
cd percolation-after-anthropic
bash scripts/bootstrap.sh

The bootstrap explicitly fetches the pinned upstream commit, which need not be reachable from the upstream default branch, downloads the mathlib cache, and runs the normal Lake build. Later builds use

lake exe cache get          # prebuilt mathlib
lake build                  # the default targets KNConjectures and Hypergraph
lake build PercolationAudit # the Mathlib-only comparator surface, not a default target

Both autoImplicit and relaxedAutoImplicit are disabled. The two default targets cover every module of the library. The bond library is fetched as a dependency rather than duplicated here, and lake-manifest.json pins mathlib and all transitive packages. import KNConjectures and import Hypergraph load the two parts of the development.

The checks recorded in VERIFICATION.md are reproduced by

lake env lean scripts/Audit.lean
python3 scripts/acceptance.py . \
  Hypergraph.FinalCriticality:KNAll.Site.site_no_percolation_at_critical \
  Hypergraph.FinalCriticality:KNAll.Site.site_no_percolation_at_critical_primitive
python3 -m unittest discover -s tests -v
python3 tests/exact_hypergraph_checks.py
python3 Hypergraph/boolean-tutte/verify.py

scripts/Audit.lean prints the principal statements and their axioms; scripts/acceptance.py is the structural checker described under Guarantees; tests/test_acceptance.py is its regression suite, which compiles Lean fixtures with hidden hypotheses and a custom axiom; tests/exact_hypergraph_checks.py and Hypergraph/boolean-tutte/verify.py are exact finite enumerations. The exact enumerations are additional finite checks, not proofs of the general results. Selected output of these commands is in verification/.

The comparator challenge elaborates on mathlib alone, and the comparator replays the solution, from the repository root:

bash PercolationAudit/check_standalone.sh PercolationAudit/SiteCriticality/Challenge.lean
bash PercolationAudit/check_standalone.sh --vocabulary   # Challenge vs SolutionBasic
lake build PercolationAudit
COMPARATOR_LANDRUN=<landrun> COMPARATOR_LEAN4EXPORT=<lean4export> \
  lake env <comparator>/.lake/build/bin/comparator PercolationAudit/SiteCriticality/comparator.json

The first command is expected to finish with rc=0 and exactly one declaration uses 'sorry' warning, and the comparator with Your solution is okay!. The tools are built at the pins leanprover/comparator commit 575674928e239f5bc452aab72d1dd7b0f1326494, lean4export at the tag of the toolchain (v4.32.0), nanoda at 6ae1f0cd962f081f6c423454c5da729d841236a7 and landrun at 811cfff51ceaf3d9843708aa6d22e9b84ccac8b4; the audit README gives the details. CONTRIBUTING.md collects further build notes.

Repository layout

KNConjectures/        the finite bond results: Conjectures 1-4 and 6, Questions 5, 7 and 9,
                      and the Question 8 counterexample (Statements*.lean state them)
KNConjectures.lean    the root module of that library
Hypergraph/           the finite hyperedge inequality, site percolation, the lattice
                      exploration and parameter descent; FinalCriticality.lean is the
                      headline theorem
Hypergraph/boolean-tutte/
                      the Boolean-Tutte completion: a manuscript on an exact finite linear
                      program on Boolean gate signatures and its exact-arithmetic regression
                      (verify.py); separate from the lattice criticality proof and not part
                      of the Lean development
Hypergraph.lean       the root module of that library
PercolationAudit/     the Mathlib-only comparator surface
  SiteCriticality/      Challenge.lean, SolutionBasic.lean, Solution.lean, comparator.json
  Support/              SiteCriticalityBridge.lean, the bridge used by the solution
  check_standalone.sh   standalone elaboration and vocabulary check
  README.md, DESIGN.md  what is checked and how the surface is built
docs/                 the KN manuscript, kn-results.tex and kn-results.pdf
scripts/              bootstrap.sh, Audit.lean, acceptance.py
tests/                test_acceptance.py, exact_hypergraph_checks.py
verification/         selected output of the verification commands
source-layout.json    maps the module names used in the manuscript (KN.*) to the paths here
VERIFICATION.md       the review and the reproducible checks
lakefile.toml, lake-manifest.json, lean-toolchain
                      the build configuration and its pins
.github/workflows/    build.yml and comparator.yml
CONTRIBUTING.md, CITATION.cff, formalization.yaml, LICENSE, NOTICE

Theorem namespaces follow the numbering of the sources (KNAll, KNAll.Guarded, KNAll.Site).

How this was built

The Lean code of this repository was written by ChatGPT and Claude under the close supervision of Ahmed Bou-Rabee; models, tooling, cost and review status are disclosed in formalization.yaml, following the mathlib-initiative standard.

Authors, citation, acknowledgements

The Lean development is by Ahmed Bou-Rabee and Justin Leder; Justin Leder is the responsible maintainer. To cite it, use CITATION.cff. The conjectures and questions are those of Kozma and Nitzan, A reduction of the θ(p_c)=0 problem to a conjectured inequality, arXiv:2401.12397. Built on Lean 4, mathlib and Lake, and on the Anthropic bond-percolation proof and its literature library; thanks to the Anthropic formal-math team.

License

Apache License 2.0; see LICENSE. The upstream attribution of the bond-percolation dependency is in NOTICE.

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Scan report · 2026-10-03
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    Mathematical Lean proof repository with zero vulnerable dependencies, no telemetry or credential requirements, and clear academic purpose.

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