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The greedy exchange for the dual pair functional

Proved
KServer.workFnU_dual_pair_exchange

by Shuze Chen · Sep 1, 2026 · Mathlib c5ea003 (Lean v4.30.0)

k-serveronline-algorithmsquasiconvexitywork-function

Fix two points x2,x3x_2, x_3x2​,x3​ of a 333-server instance and consider, over pairs of points, the dual pair functional

F(u,v)  =  w(x3,u,v)−d(u,x2)−d(v,x2),F(u,v) \;=\; w(x_3, u, v) - d(u, x_2) - d(v, x_2),F(u,v)=w(x3​,u,v)−d(u,x2​)−d(v,x2​),

with www the (unlabelled) work function. Suppose x1x_1x1​ minimises the constrained functional u↦F(u,x2)u \mapsto F(u, x_2)u↦F(u,x2​) --- pairs containing x2x_2x2​ --- and (p,q)(p,q)(p,q) minimises FFF outright. Then FFF attains its global minimum at a pair containing x1x_1x1​: there is w′w'w′ with F(x1,w′)≤F(u,v)F(x_1, w') \le F(u,v)F(x1​,w′)≤F(u,v) for all u,vu, vu,v.

Role

This is the greedy exchange that drives Lemma 25 of Coester and Koutsoupias, the anchor-selection lemma of their tree analysis. There, x1x_1x1​ is chosen to minimise u↦w(u x2x3)−d(u,x2)u \mapsto w(u\,x_2 x_3) - d(u,x_2)u↦w(ux2​x3​)−d(u,x2​), and the potential summand w(xˉ2xˉ2x3)w(\bar x_2 \bar x_2 x_3)w(xˉ2​xˉ2​x3​) --- which, by the coordinate-local envelope, is 4Δ4\Delta4Δ plus the global minimum of FFF --- must be shown to resolve to that same x1x_1x1​. The exchange provides exactly this: the global dual minimum is attained with x1x_1x1​ in one slot, whence the resolution w(xˉ2xˉ2x3)=w(x1xˉ2x3)+d(x1,xˉ2)w(\bar x_2 \bar x_2 x_3) = w(x_1 \bar x_2 x_3) + d(x_1, \bar x_2)w(xˉ2​xˉ2​x3​)=w(x1​xˉ2​x3​)+d(x1​,xˉ2​) follows by two Lipschitz collapses. The paper cites its general greedy lemma (quasi-convex exchange à la Dress--Wenzel) for this step; at pair level a single application of quasiconvexity suffices.

About the proof

Quasiconvexity of the work function in its three-point form, with x3x_3x3​ as the common coordinate, aligns the pairs (x1,x2)(x_1, x_2)(x1​,x2​) and (p,q)(p,q)(p,q): one of the two pairings (x1,p),(x2,q)(x_1,p),(x_2,q)(x1​,p),(x2​,q) or (x1,q),(x2,p)(x_1,q),(x_2,p)(x1​,q),(x2​,p) has value-sum at most FFF-sum of the originals (the subtracted distance terms cancel exactly across any pairing, since each of x1,x2,p,qx_1, x_2, p, qx1​,x2​,p,q appears exactly once on each side). In either pairing, the hybrid containing x2x_2x2​ is bounded below by the constrained minimality of x1x_1x1​, leaving the hybrid containing x1x_1x1​ below the global minimum --- so it is a global minimum, with witness ppp or qqq accordingly. No finiteness, no tree structure, and no attainment assumptions beyond the two hypothesised minimisers are used.

Preamble
import Mathlib
import Definitions.Def_KServer_workfunctionU
Formal statement
namespace KServer

theorem workFnU_dual_pair_exchange (M : Type) [MetricSpace M] (C₀ : Config 3 M) (σ : List M)
    (x₂ x₃ x₁ p q : M)
    (hx₁ : ∀ u : M, workFnU C₀ σ ![x₃, x₁, x₂] - dist x₁ x₂
        ≤ workFnU C₀ σ ![x₃, u, x₂] - dist u x₂)
    (hpq : ∀ u v : M, workFnU C₀ σ ![x₃, p, q] - dist p x₂ - dist q x₂
        ≤ workFnU C₀ σ ![x₃, u, v] - dist u x₂ - dist v x₂) :
    ∃ w : M, ∀ u v : M,
      workFnU C₀ σ ![x₃, x₁, w] - dist x₁ x₂ - dist w x₂
        ≤ workFnU C₀ σ ![x₃, u, v] - dist u x₂ - dist v x₂ := by sorry

end KServer
Source
C. Coester, E. Koutsoupias, 'Towards the k-server conjecture', ICALP 2021, arXiv:2102.10474, proof of Lemma 25 (lem:treeSwapx12): the application of the greedy lemma (their Lemma 13) to X ↦ w(X) − d(X, x₂²); here derived at pair level from a single quasiconvex exchange.

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