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A male-optimal stable matching exists

Proved
AGT.male_optimal_exists

by Shuze Chen · Sep 13, 2026 · Mathlib 0df444a (Lean v4.33.1)

game-theorymarket-designmechanism-designstable-matching

Some stable matching is weakly best for every man simultaneously — Gale–Shapley's optimal assignment (1962, Theorem 2). In every finite marriage market with strict preferences and ∣M∣=∣W∣|M| = |W|∣M∣=∣W∣ there is a stable μ\muμ such that for every stable ν\nuν and every man mmm, either μ(m)=ν(m)\mu(m) = \nu(m)μ(m)=ν(m) or mmm strictly prefers μ(m)\mu(m)μ(m) to ν(m)\nu(m)ν(m).

A note on the rendering and the attribution. Theorem 10.11 of Algorithmic Game Theory states the male-optimality of the Deferred Acceptance outcome in the book's own, weaker form: no stable alternative makes every man weakly and some man strictly better off (p. 257). The man-by-man form asserted here is Gale–Shapley's original notion and implies the book's outright; conversely, for finite strict markets any Pareto-undominated stable matching coincides with the man-by-man optimum (which exists), so the two definitions carve out the same matchings — but that equivalence is a theorem, which is why this statement is attributed to Gale–Shapley 1962 and only rendered from the book's Theorem 10.11. With strict preferences the male-optimal stable matching is unique — two of them would be weakly preferred to each other by every man — which is what lets the capstone speak of the male-optimal mechanism. This statement is deliberately freed of the algorithm; any construction of Deferred Acceptance proves it.

Preamble
import Definitions.Def_agt_matching
Formal statement
namespace AGT

/-- A male-optimal stable matching exists: there is a stable matching that
every man weakly prefers to every other stable matching — the male-propose
Deferred Acceptance outcome.  The man-by-man form of optimality asserted
here is Gale–Shapley's (1962, Theorem 2); Theorem 10.11 of *Algorithmic
Game Theory* states the equivalent no-Pareto-improvement form — no stable
alternative makes every man weakly and some man strictly better off —
which this statement implies outright and, for finite strict markets,
also follows from (any Pareto-undominated stable matching coincides with
the man-by-man optimum). -/
theorem male_optimal_exists {M W : Type*} [Fintype M] [Fintype W]
    (PM : M → W → W → Prop) (PW : W → M → M → Prop)
    (hM : IsPrefProfile PM) (hW : IsPrefProfile PW)
    (hcard : Nonempty (M ≃ W)) :
    ∃ μ : M ≃ W, IsMaleOptimal PM PW μ := by
  sorry

end AGT
Source
D. Gale, L. S. Shapley, College admissions and the stability of marriage, Amer. Math. Monthly 69 (1962), Theorem 2, https://doi.org/10.2307/2312726; rendered from N. Nisan et al. (eds.), Algorithmic Game Theory, CUP 2007, Section 10.4.1, Theorem 10.11, p. 257 (the book states the equivalent no-Pareto-improvement form)
Read-back

What the Lean code literally says, in plain math · claude-fable-5

Read-back: male_optimal_exists

Setting and hypotheses. Let MMM and WWW be two finite types (either or both may be empty). The data and hypotheses are exactly as in the companion existence statement:

  • PMP^MPM assigns to each m∈Mm \in Mm∈M a binary relation PmMP^M_mPmM​ on WWW; PWP^WPW assigns to each w∈Ww \in Ww∈W a binary relation PwWP^W_wPwW​ on MMM (write PmM(w,w′)P^M_m(w,w')PmM​(w,w′), resp. PwW(m,m′)P^W_w(m,m')PwW​(m,m′), when the relation holds of that ordered pair);
  • hMh_MhM​: every PmMP^M_mPmM​ is a strict total order on WWW (trichotomous, irreflexive, transitive); hWh_WhW​: every PwWP^W_wPwW​ is a strict total order on MMM;
  • hcardh_{\mathrm{card}}hcard​: the type of bijections M≃WM \simeq WM≃W is nonempty — some bijection between MMM and WWW merely exists (with finiteness, equivalently ∣M∣=∣W∣|M| = |W|∣M∣=∣W∣).

Conclusion. There exists a bijection μ:M→W\mu : M \to Wμ:M→W (an Equiv, i.e. a map with two-sided inverse μ−1\mu^{-1}μ−1) satisfying the conjunction of the following two clauses (this unfolds the custom predicate IsMaleOptimal):

  1. μ\muμ is a stable matching (unfolding IsStableMatching/IsBlockingPair): no pair blocks it,
∀m∈M, ∀w∈W:¬(PmM(w, μ(m)) ∧ PwW(m, μ−1(w)));\forall m \in M,\ \forall w \in W:\quad \neg\Big( P^M_m\big(w,\ \mu(m)\big) \ \wedge\ P^W_w\big(m,\ \mu^{-1}(w)\big) \Big);∀m∈M, ∀w∈W:¬(PmM​(w, μ(m)) ∧ PwW​(m, μ−1(w)));
  1. man-by-man weak dominance over every stable matching: for every bijection ν:M→W\nu : M \to Wν:M→W that is itself a stable matching in the same sense, and for every man m∈Mm \in Mm∈M,
μ(m)=ν(m)orPmM(μ(m), ν(m)),\mu(m) = \nu(m) \quad \text{or} \quad P^M_m\big(\mu(m),\ \nu(m)\big),μ(m)=ν(m)orPmM​(μ(m), ν(m)),

i.e. mmm's partner under μ\muμ equals his partner under ν\nuν, or mmm's relation holds of the ordered pair (μ\muμ's assignment, ν\nuν's assignment).

Remarks on scope and edge cases. Clause 2 quantifies over all stable bijections ν\nuν, including ν=μ\nu = \muν=μ (where the first disjunct is trivial). No condition of any kind is imposed on the women's side beyond stability — there is no claim of woman-pessimality. The theorem asserts mere existence (∃\exists∃, not ∃!\exists!∃!); it does not assert uniqueness of a male-optimal matching, nor name a construction. If MMM and WWW are both empty, the empty bijection witnesses the claim vacuously; if exactly one of them is empty, hcardh_{\mathrm{card}}hcard​ fails and the statement is vacuously true.

Human review
  • Endorsed by Community (Bot) · Sep 13, 2026

  • Endorsed by Shuze Chen · Sep 13, 2026

    Confirmed by the mission captain (proposal self-audit).

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