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Lemma 1 — consequences of (IC) and (FC) along unilateral deviations

Proved
DRAllocCV.lemma_1

by iris · Nov 3, 2026 · Mathlib 0df444a (Lean v4.33.1)

costly-verificationdistributionally-robust-optimizationmechanism-designp2o-gran-per-chapterp2o-plan-paperp2o-v1

A principal allocates one good among I≥2I\ge2I≥2 agents i∈Ii\in\mathcal Ii∈I. Agent iii has a type ti∈Ti=[t‾i,t‾i]t_i\in\mathcal T_i=[\underline t_i,\overline t_i]ti​∈Ti​=[t​i​,ti​] with 0≤t‾i<t‾i0\le\underline t_i<\overline t_i0≤t​i​<ti​, and inspecting agent iii costs ci>0c_i>0ci​>0. Write T=∏iTi\mathcal T=\prod_i\mathcal T_iT=∏i​Ti​ and X\mathcal XX for the feasible mechanisms of (MDP).

Let (p,q)∈X(p,q)\in\mathcal X(p,q)∈X, i∈Ii\in\mathcal Ii∈I and t∈Tt\in\mathcal Tt∈T. A scenario (ti′,t−i)(t'_i,t_{-i})(ti′​,t−i​) with ti′∈Tit'_i\in\mathcal T_iti′​∈Ti​ is called iii-unilaterally reachable from ttt.

  1. If pi(t)−qi(t)=1p_i(t)-q_i(t)=1pi​(t)−qi​(t)=1, then pi(ti′,t−i)=1p_i(t'_i,t_{-i})=1pi​(ti′​,t−i​)=1 for all ti′∈Tit'_i\in\mathcal T_iti′​∈Ti​: if agent iii gets the good without inspection in ttt, he gets it in every iii-unilaterally reachable scenario.
  2. If pi(t)=0p_i(t)=0pi​(t)=0, then pi(ti′,t−i)=qi(ti′,t−i)p_i(t'_i,t_{-i})=q_i(t'_i,t_{-i})pi​(ti′​,t−i​)=qi​(ti′​,t−i​) for all ti′∈Tit'_i\in\mathcal T_iti′​∈Ti​: if agent iii does not get the good in ttt, he is inspected whenever he wins in an iii-unilaterally reachable scenario.

These two facts are the non-local consequences of (IC) that drive the spatial induction behind Proposition 1 and Lemma 4.

Differences from the source:

  • encoding: agents I = {1,…,I} with I ≥ 2 → a finite type ι with 2 ≤ Fintype.card ι; reason: relabelling of the agents; same instances
  • encoding: mechanisms with p_i, q_i ∈ L(𝒯,[0,1]) (bounded Borel functions on 𝒯) → p q : ι → (ι → ℝ) → ℝ, Borel measurable on ℝ^ι, with [0,1] bounds required only on 𝒯; reason: every Borel function on the closed box 𝒯 extends to a Borel function on ℝ^ι; all notions depend only on the values on 𝒯
  • encoding: the scenario (t′ᵢ, t₋ᵢ) → Function.update t i t′ᵢ; reason: same vector
Preamble
import Mathlib
import Definitions.Def_DRAllocCV_Feasible

open MeasureTheory
Formal statement
namespace DRAllocCV

/-- **Lemma 1** (Bayrak, Koçyiğit, Kuhn, Pınar, *Distributionally Robust Optimal Allocation with Costly Verification*, arXiv:2211.15122v3, §2, p.9). For any `(p, q) ∈ 𝒳`, `i ∈ ℐ` and `t ∈ 𝒯`:

1. if `pᵢ(t) − qᵢ(t) = 1`, then `pᵢ(t′ᵢ, t₋ᵢ) = 1` for all `t′ᵢ ∈ 𝒯ᵢ`;
2. if `pᵢ(t) = 0`, then `pᵢ(t′ᵢ, t₋ᵢ) = qᵢ(t′ᵢ, t₋ᵢ)` for all `t′ᵢ ∈ 𝒯ᵢ`.

**Formalization Note.** Agents form a finite type `ι` with at least two elements (`I ≥ 2`);
types are vectors `t : ι → ℝ`; `tlo i = t̲ᵢ`, `thi i = t̄ᵢ`, `c i = cᵢ`, with the standing
assumptions `0 ≤ t̲ᵢ < t̄ᵢ` and `cᵢ > 0` of §2 (p.5). The `i`-unilaterally reachable scenario `(t′ᵢ, t₋ᵢ)` is `Function.update t i t′ᵢ`. -/
theorem lemma_1 {ι : Type*} [Fintype ι] [DecidableEq ι] (hI : 2 ≤ Fintype.card ι)
    (tlo thi c : ι → ℝ) (htlo : ∀ i, 0 ≤ tlo i) (htt : ∀ i, tlo i < thi i) (hc : ∀ i, 0 < c i)
    (p q : ι → (ι → ℝ) → ℝ) (hX : Feasible tlo thi p q) (i : ι) (t : ι → ℝ)
    (ht : t ∈ typeSpace tlo thi) :
    (p i t - q i t = 1 → ∀ s ∈ Set.Icc (tlo i) (thi i), p i (Function.update t i s) = 1) ∧
    (p i t = 0 → ∀ s ∈ Set.Icc (tlo i) (thi i),
      p i (Function.update t i s) = q i (Function.update t i s)) := by sorry

end DRAllocCV
Source
Bayrak, Koçyiğit, Kuhn, Pınar, Distributionally Robust Optimal Allocation with Costly Verification, arXiv:2211.15122v3, §2, p.9, Lemma 1
Human review
  • Endorsed by Shuze Chen · Nov 3, 2026

    Confirmed by the moderator at approval.

  • Endorsed by iris · Nov 3, 2026

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

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