Five disjoint negative blocks now yield an explicit expected positive-margin lower bound, including a bonus for unused negative mass.
Evidence posture · Reported resultExtremal combinatorics · subset sums · probability
Manickam–Miklós–Singhi Conjecture
Collaboration betaIf n≥4k real numbers have nonnegative total, must at least a k/n share of all k-subsets also have nonnegative sum?

Research problem
Exact mathematical statement
the source studies the strict-positive polarized form of a hypothetical minimal counterexample and splits the remaining work between the d≤4k transport problem and the distinct-subset bridge in the d>4k branch.
Problem infographic
Problem at a glance

Current mathematical picture
Where work on Manickam–Miklós–Singhi Conjecture stands
This curated overview maps selected current claims from authoritative Part I of the v8.1 source material. It retains the polarized two-branch architecture, the current work-reported closure of the arithmetic branch through eight negative coordinates, the five-cover, harmonic, mixed-restriction, heavy-normal-form, and value-weighted advances that narrow the first open nine-negative case, and the independent selector, local/profile, toric, and cap frontiers. Superseded mass bounds and route eliminations are labeled separately; the guarded Part II archive is not treated as current state. The full conjecture remains open, the continuous arguments have not received external line-by-line review, harmonic inputs remain qualified, and the embedded verifier checks algebra and finite cases rather than the full proof.
The paired arithmetic architecture is closed through m≤8, narrowed at m=9, and still requires a theorem for every m≥10 with m<ρ.
Route status · Active routeThe older unspecified v7.0 suffix-profile assertion remains unavailable and is not revived by the new five-cover certificate.
Route status · Eliminated routeExact one-light, two-light, and all-heavy closures impose three low-remainder and high-excess residual regimes.
Evidence posture · Reported reductionHarmonic reserve strengthens five-cover and closes the all-heavy upper remainder, with exact finite checks through k≤30.
Evidence posture · Reported special caseThe retained v7.1 abstract layer vector at (m,k,ρ,d,n)=(9,24,10,97,106) has q₁+4q₂=4/5<1, so it cannot arise from a polarized additive system.
Evidence posture · Computation reproduced · provisionalProve 𝔖≥𝔇, or the explicit sufficient value-weighted bound, on the exact triangular cutoff grid.
Task status · Prerequisites still openWe corrected the cited passages. We updated the highlighted open task or route. The mathematical claims and their status did not change.
Reader-facing record corrected; mathematics unchangedWork mapped so far
Manickam–Miklós–Singhi Conjecture in numbers
- Argument development
- 5,645 · 85%
- Explored or eliminated routes
- 283 · 4%
- Computational analysis
- 91 · 1%
- Open obligations
- 373 · 6%
- Definitions and setup
- 286 · 4%
How this is measured
This measures retained mathematical investigation, not proximity to a proof. Code, data, logs, repeated text, operational instructions, and generated presentation copy are excluded.
Recommended next task
Independently audit continuous and harmonic inputs
Before publication-grade reliance, independently audit the continuous combinatorial arguments, precisely prove or cite the harmonic formulas, and reproduce the exact computation with a second implementation or formal proof.
Suggested move: Bind a line-by-line review to Part I, record exact Kneser/down-up/slice references, and independently reimplement the Appendix A checks.
What would count as progress
- Audit every internal proof used by the current frontier.
- Resolve or explicitly cite each harmonic dependency.
- Produce an independently implemented or formal computation check.
Argument map and routes
How the current approaches connect
Claims, reductions, open questions, active routes, and narrowed alternatives in one mathematical map.
Visible working map
Research route map
Selected claims, active routes, useful failures, and open questions from the current research map. Arrows appear only for explicitly recorded relationships.
Scroll horizontally to explore the route
Working overview, not proof. The map shows selected recorded relationships; more nodes or edges do not establish correctness or completion.
The paired arithmetic architecture is closed through m≤8, narrowed at m=9, and still requires a theorem for every m≥10 with m<ρ.
Route status · Active routeExact double-cutoff transport and unsafe-core charging are retained; safe surplus still must pay unsafe deficit without losing the near-star boundary.
Route status · Active routeThe five-unit kernel is closed; a uniform local theorem and orbit-safe profile gluing remain separate missing arrows.
Route status · Active routeStationarity transfer is closed; the primitive incomparable-Graver atom theorem is the next target.
Route status · Active routeThe stronger cap objective retains local certificates but lacks a global deficit/overshoot unbiasing or fractional-packing theorem.
Route status · Active routeExplored alternatives
Other routes
The first open arithmetic case is narrowed to k≥31, seven to nine heavy labels, low remainder, high but non-one-heavy excess, exact thresholds, and a value-weighted margin whose distinct-count conversion remains open.
Route status · Narrowed routeToo weak by the explicit q₁=1/3, q₂=1/6 profile; additive or harmonic stability remains viable.
Route status · Useful but insufficientToo weak on its own because the artificial vector passes all 239 constraints; it remains active only as an ingredient joined to representability.
Route status · Useful but insufficientBrowse 2 more explored routes
The older unspecified v7.0 suffix-profile assertion remains unavailable and is not revived by the new five-cover certificate.
Route status · Eliminated routeThe Δ<5k−8 and Δ<6k−8 arguments are retained for reusable matching mechanisms but are superseded by the seven-heavy normal form and staircase.
Route status · Narrowed routeRoute statements and reductions
Statements the next route can inspect and build on
The current work reports that every arithmetic-branch case with m≤8 is closed.
Source-reported route statementThe eventual arithmetic theorem must cover every m≥9 with m<ρ; the generalized value-weighted five-cover already supplies a uniform interface, but the distinct-count conversion or covering architecture must extend.
Source-reported route statement · dependencies incompleteFor d≤4k, the current work represents the positive-set count as an average of cutoff-core counts G_{a,b} over an exact triangular probability measure supported on a≤b.
Source-reported route statementThe selector deficit is bounded by value-weighted predecessor payments, and the value-selector terms retain favorable nonnegative covariance.
Source-reported route statementThe first unproved selector theorem is 𝔖≥𝔇, preferably via the explicit value-weighted cutoff inequality that matches the exact triangular transport and strip coefficients.
Source-reported route statement · dependencies incompleteThe local/profile architecture still needs a uniform replacement-cone, balanced-rectangle, or dominance theorem and profile-circuit gluing without double charging orbit weights.
Source-reported route statement · dependencies incompleteAfter the retained stationarity transfer and same-cell smoothing results, the first toric target is the primitive incomparable identity (0,4,5)∼(1,2,6).
Source-reported route statement · dependencies incompleteThe cap objective is stronger than MMS and still needs a global fractional-packing or unbiasing theorem that avoids overcharging deficit capacity.
Source-reported route statement · dependencies incompleteMore ways to contribute
Open questions
Additional prepared tasks for exploring this research frontier.
Before publication-grade reliance, independently audit the continuous combinatorial arguments, precisely prove or cite the harmonic formulas, and reproduce the exact computation with a second implementation or formal proof.
Suggested move: Bind a line-by-line review to Part I, record exact Kneser/down-up/slice references, and independently reimplement the Appendix A checks.Prove 𝔖≥𝔇, or the explicit sufficient value-weighted bound, on the exact triangular cutoff grid.
Suggested move: Match the strip coefficients, exploit positive value-selector covariance, and preserve the near-star mass-slack-one boundary without double-spending spectral reserve.After the nine-negative case, obtain an arithmetic theorem uniform for every m≥10 with m<ρ.
Suggested move: Generalize the value-weighted cover construction, heavy threshold, or distinct-count conversion without discarding the common paired denominator.Close the replacement-cone or balanced-rectangle step and glue local profile circuits without double charging orbit weights.
Suggested move: Separate the uniform local certificate from the global orbit-weight accounting and prove both interfaces explicitly.Decompose the mixed-sign curvature of (0,4,5)∼(1,2,6) into established same-cell smoothing inequalities plus nonnegative endpoint mass.
Suggested move: Work at the first primitive incomparable identity and retain the already-established stationarity sign rather than reopening transfer.Prove a global fractional packing or unbiasing theorem for the stronger cap objective without overcharging local deficit capacity.
Suggested move: Formulate the exact global capacity budget joining the retained endpoint, KKT, transport, and local bonus certificates.Prove the exact seven-to-nine-heavy theorem by converting the five-cover margin into at least C(d+8,k−1) distinct positive k-sets without repeated charging.
Suggested move: Split the exact heavy normal form into multi-center concentrated and dispersed excess cases; test every inequality against the retained artificial, equality, one-heavy, staircase-boundary, and selector examples.Sourced mathematical context
The known mathematical landscape
What the literature has established
Selected external milestones in reverse chronological order, with their evidence posture.
Peer reviewedPokrovskiy proved a linear bound f(k)≤Ck for an absolute constant C.[4] PreprintChowdhury, Sarkis, and Shahriari improved the general quadratic range to n≥8k² and resolved the vector-space analogue for n≥3k.[2] PreprintHartke and Stolee made verification for each fixed k a finite branch-and-cut problem and proved a strengthening for k≤7, including f(4)=14, f(5)=17, f(6)=20, and f(7)=23.[1] Peer reviewedAlon, Huang, and Sudakov proved the conjecture when n is at least min(33k², 2k³).[5]
Mathematical neighborhood
Related results and reusable starting points
The MMS conjecture is an EKR-type extremal statement for nonnegative subset sums.
[7]Hypergraph matching bounds enter proofs of large-n ranges for MMS; stronger matching bounds would improve the threshold.
[7]The finite-vector-space analogue was proved for n≥3k, while the real-number threshold n≥4k remains open.
[2]Formal and computational footholds
Existing statements, libraries, computations, and datasets that can shorten the next serious attempt.
- computation · source linked; not reproduced by ProofAtlasBranch-and-cut verification framework
A linear-programming and zero-error randomized propagation method that turns each fixed-k case into a finite computation; it was used to settle k≤7.
[1]
Research-record corrections
What changed in the research record
These notes describe corrections to cited passages, highlighted tasks, or connections between claims. The mathematical claims and their status did not change.
Corrected the research recordCorrection note
Corrected the research recordCorrection note
Corrected the research recordCorrection note
Corrected the research recordCorrection note
The initial argument structure appears separately. Uploads, model runs, and presentation changes do not count as mathematical updates.
How the route was assembled
Argument structure
These stages follow the mathematical order of the supplied argument.
Browse all 12 mapped stages
- stage 1Polarized branch interfaces
- stage 2Universal five-cover structure
- stage 3Artificial vector excluded by a new certificate
- stage 4Upper-remainder nine-negative range closed
- stage 5Mixed hierarchy separated from representability
- stage 6Total-mass targets superseded
- stage 7Strong one-heavy concentration excluded
- stage 8Seven-heavy normal form
- stage 9Value-weighted five-cover payment
- stage 10Heavy-count and remainder staircase
- stage 11Distinct-count frontier isolated
- stage 12Exact verifier and audit boundary
Mapped research milestoneInitial research sequence
Mapped research milestoneInitial research sequence
Mapped research milestoneInitial research sequence
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Mapped research milestoneInitial research sequence
Detailed research inventory
Claims, milestones, and routes in the current map
This view highlights the mathematical statements most useful for following the current route.
- theorem candidate
7 of 24 7 - reduction
3 of 24 3 - equivalence
2 of 24 2 - lemma
10 of 24 10 - negative result
2 of 24 2
- Original computation rerun2
Conjecture and exact branch interfacesThe conjecture, critical-strip polarization, paired arithmetic equivalence, and selector transport.6 displayed rows · 2 routes included
- retained route statementManickam–Miklós–Singhi conjecture
- retained route statementCritical-strip polarizationconditional
- retained route statementExact paired-replacement representationconditional
- retained route statementExact shifted double-cutoff transportconditional
- Active routeUniform arithmetic routeThe paired arithmetic architecture is closed through m≤8, narrowed at m=9, and still requires a theorem for every m≥10 with m<ρ.
- Active routeShifted selector-payment routeExact double-cutoff transport and unsafe-core charging are retained; safe surplus still must pay unsafe deficit without losing the near-star boundary.
Five-cover and harmonic structureUniversal cover constraints, rigid equality, artificial-vector exclusion, harmonic reserve, and the limits of linear relaxation.7 displayed rows · 1 route included
- retained route statementUniversal five-cover inequality
- retained route statementFive-cover equality is rigid and safespecial case
- retained route statementArtificial nine-negative vector is nonrepresentablecomputational
- retained route statementUpper-remainder nine-negative closurespecial case
- retained route statementHarmonic five-cover stabilityconditional
- Useful failureOptimize over only the linear five-cover inequalities.witness reproduced
- Useful but insufficientFree linear five-cover relaxationToo weak by the explicit q₁=1/3, q₂=1/6 profile; additive or harmonic stability remains viable.
Mixed-restriction hierarchyThe exact incidence/avoidance moments and the computational witness showing why representability must be retained.5 displayed rows · 1 route included
- retained route statementMixed-restriction induction hierarchy
- retained route statementMixed hierarchy alone does not encode representabilitycomputational
- Useful failureOptimize over the complete mixed-restriction moment hierarchy without representability constraints.witness reproduced
- Useful failureRun another unconstrained layer linear program for m=9.witness reproduced
- Useful but insufficientFree mixed-restriction relaxationToo weak on its own because the artificial vector passes all 239 constraints; it remains active only as an ingredient joined to representability.
Current nine-negative residual regimeNon-one-heavy excess, at most two light labels, exact heavy thresholds, staircase restrictions, value-weighted payment, and the open distinct-count bridge.9 displayed rows · 1 route included
- retained route statementOne-heavy concentration closurespecial case
- retained route statementThree light negatives are impossiblespecial case
- retained route statementExact heavy-negative normal formspecial case
- retained route statementGeneral value-weighted five-cover payment
- retained route statementHeavy-count, remainder, and excess staircasespecial case
- retained route statementSeven-to-nine-heavy distinct-count theoremconditional
- Research targetConvert value-weighted margin into distinct countopen
- ComputationExact finite verification of the remaining upper-remainder, one-light, and two-light parameter cohorts used in the staircase.The source reports all admissible nine-negative cases through k≤30, nine one-light boundary pairs, and all 163 two-light boundary pairs certified by exact rational or positive-coefficient calculations. · reproduced same implementation
- Narrowed routeNine-negative distinct-count routeThe first open arithmetic case is narrowed to k≥31, seven to nine heavy labels, low remainder, high but non-one-heavy excess, exact thresholds, and a value-weighted margin whose distinct-count conversion remains open.
Selector-payment branchExact cutoff transport, robust unsafe-core charge, adversarial selector profiles, and the open safe-surplus payment.7 displayed rows · 1 route included
- retained route statementExact shifted double-cutoff transportconditional
- retained route statementRobust unsafe-core chargeconditional
- retained route statementSelector safe-surplus paymentconditional
- Useful failureUse one affine tangent in formal mass slack to pay the selector deficit.reported failure
- Useful failureUse pairwise Kneser barriers without the joint Gram term.reported failure
- Research targetProve the selector safe-surplus paymentopen
- Active routeShifted selector-payment routeExact double-cutoff transport and unsafe-core charging are retained; safe surplus still must pay unsafe deficit without losing the near-star boundary.
Other live proof architecturesThe separate local/profile, toric/Graver, and capped-functional frontiers.9 displayed rows · 3 routes included
- retained route statementUniform local theorem and orbit-safe gluing
- retained route statementPrimitive incomparable-Graver atom theorem
- retained route statementCap deficit/overshoot packing theorem
- Research targetProve a uniform local theorem and orbit-safe gluingopen
- Research targetProve the primitive incomparable-Graver atom theoremopen
- Research targetGlobal cap deficit/overshoot packingopen
- Active routeLocal certificates plus profile gluingThe five-unit kernel is closed; a uniform local theorem and orbit-safe profile gluing remain separate missing arrows.
- Active routeToric/Graver stationarityStationarity transfer is closed; the primitive incomparable-Graver atom theorem is the next target.
- Active routeCapped-functional routeThe stronger cap objective retains local certificates but lacks a global deficit/overshoot unbiasing or fractional-packing theorem.
Superseded and guarded historical materialIntermediate total-mass closures and the withdrawn suffix-profile route are retained only with explicit superseded or eliminated dispositions; Part II archive claims are not promoted into current state.6 displayed rows · 2 routes included
- supersededFive-block moderate-mass closurespecial case
- supersededSix-matching total-mass closurespecial case
- ChallengeThe new five-cover nonrepresentability certificate does not restore the withdrawn v7.0 suffix-profile assertion. The current claim is valid only through the explicit five-cover contradiction.premise version conflict · reported resolved
- Useful failureUse the withdrawn v7.0 suffix-profile assertion to exclude the artificial vector.reported failure
- Narrowed routeTotal-mass closure as final targetThe Δ<5k−8 and Δ<6k−8 arguments are retained for reusable matching mechanisms but are superseded by the seven-heavy normal form and staircase.
- Eliminated routeWithdrawn suffix-profile routeThe older unspecified v7.0 suffix-profile assertion remains unavailable and is not revived by the new five-cover certificate.
Exact computation and audit boundaryEmbedded exact checks, finite cohorts, harmonic qualifications, and the outstanding independent-audit obligation.3 displayed rows
- ComputationThe embedded Python/SymPy program mms_verify_post_v7_1_v8_1.py checks the post-v7.1 exact algebra and finite certificates reported in Part I.The current work reports PASS for the artificial-vector five-cover value, all 239 mixed restrictions and their exact minimum ratio, generalized value-five-cover algebra, harmonic monotonicity, upper-remainder polynomials and k≤30 cases, one-heavy and three-light algebra, light-class duals, and the nine plus 163 finite boundary cases. · reproduced same implementation
- ComputationExact finite verification of the remaining upper-remainder, one-light, and two-light parameter cohorts used in the staircase.The source reports all admissible nine-negative cases through k≤30, nine one-light boundary pairs, and all 163 two-light boundary pairs certified by exact rational or positive-coefficient calculations. · reproduced same implementation
- Research targetIndependently audit continuous and harmonic inputsopen
How to interpret these counts
A statement may be a lemma, conditional reduction, special case, documented limitation, or open target. These counts describe the work's structure; they do not estimate distance to a proof.
Research outlook
Conditions that would advance the current route
2 approaches have already been tested and narrowed. The task above is the current priority within the larger open route.
A result can change the outlook by closing the bridge, narrowing its scope, or showing that the route cannot work.
- Establish 𝔖≥𝔇 for the full d≤4k branch.
- Cut the canonical ramp and rounded pairwise-safe profiles quantitatively.
- Use endpoint, Gram, and harmonic reserves without duplicated payment.
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Manickam–Miklós–Singhi Conjecture · ready to start
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If n≥4k real numbers have nonnegative total, must at least a k/n share of all k-subsets also have nonnegative sum?
- Exact question and boundaries
- Current routes and known obstacles
- What a useful result should report
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Sources and references7 cited works · next context review by Nov 2, 2026
The mathematical context was checked on Aug 2, 2026. Status can be refreshed sooner after a material result or claim.
- 1A Branch-and-Cut Strategy for the Manickam-Miklós-Singhi Conjecturepreprint · accessed Aug 2, 2026
- 2The Manickam-Miklós-Singhi Conjectures for Sets and Vector Spacespreprint · accessed Aug 2, 2026
- 3First distribution invariants and EKR theoremsoriginal source · accessed Aug 2, 2026
- 4A linear bound on the Manickam–Miklós–Singhi conjecturepeer reviewed result · accessed Aug 2, 2026
- 5Nonnegative k-sums, fractional covers, and probability of small deviationspeer reviewed result · accessed Aug 2, 2026
- 6Results in the Manickam-Miklos-Singhi Conjectureauthoritative webpage · accessed Aug 2, 2026
- 7The Manickam-Miklós-Singhi Conjectureoriginal source · accessed Aug 2, 2026
Important qualifications
- The vector-space analogue should not be presented as the same open problem; the cited 2014 work resolves a substantial vector-space range.
- The scoped search did not verify a public proof-assistant formalization of the exact real-number conjecture.
- Empty formalization or computation lists mean that none was verified in this scoped search, not that none exists.
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