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Proof of Lemma B.2, p. 22 — λ/(1 + √(1 − λ²)) = (√(1+λ) − √(1−λ))/(√(1+λ) + √(1−λ)) = (1 − √(1/κ))/(1 + √(1/κ))

Proved
AccelVI.MVC.rate_identity

by mikedeng1 · Oct 15, 2026 · Mathlib 0df444a (Lean v4.33.1)

convergence-ratemomentump2o-batch-pfp2ap2o-gran-per-chapterp2o-plan-paperp2o-v1

Let λ∈(0,1)\lambda \in (0,1)λ∈(0,1) and κ=(1+λ)/(1−λ)\kappa = (1+\lambda)/(1-\lambda)κ=(1+λ)/(1−λ). Then

λ1+1−λ2=1+λ−1−λ1+λ+1−λ=1−1/κ1+1/κ.\frac{\lambda}{1 + \sqrt{1-\lambda^2}} = \frac{\sqrt{1+\lambda} - \sqrt{1-\lambda}}{\sqrt{1+\lambda} + \sqrt{1-\lambda}} = \frac{1 - \sqrt{1/\kappa}}{1 + \sqrt{1/\kappa}} .1+1−λ2​λ​=1+λ​+1−λ​1+λ​−1−λ​​=1+1/κ​1−1/κ​​.

This identifies the common modulus of the eigenvalues of BπB_\piBπ​ with the rate of Theorem 5.5.

Formalization Note. The page's display prints λ/(1+1−λ)2\lambda/(1+\sqrt{1-\lambda})^2λ/(1+1−λ​)2 in the first term, 1λ\sqrt{1\lambda}1λ​ for 1−λ\sqrt{1-\lambda}1−λ​ in the second, and ends with (1−κ)/(1+κ)(1-\sqrt{\kappa})/(1+\sqrt{\kappa})(1−κ​)/(1+κ​), which is negative because κ>1\kappa > 1κ>1. The statement uses the values the proof needs: the constant of (B.2)–(B.3) and the rate of Theorem 5.5.

Preamble
import Mathlib
import Definitions.Def_mm_basic
import Definitions.Def_AccelVI_MVC_Setting
Formal statement
namespace AccelVI.MVC

/-- Proof of Lemma B.2, p. 22, second display (with the corrected constants):
λ/(1 + √(1 − λ²)) = (√(1 + λ) − √(1 − λ))/(√(1 + λ) + √(1 − λ)) = (1 − √(1/κ))/(1 + √(1/κ)). -/
theorem rate_identity (lam : ℝ) (h0 : 0 < lam) (h1 : lam < 1) :
    lam / (1 + Real.sqrt (1 - lam ^ 2))
        = (Real.sqrt (1 + lam) - Real.sqrt (1 - lam)) / (Real.sqrt (1 + lam) + Real.sqrt (1 - lam)) ∧
      (Real.sqrt (1 + lam) - Real.sqrt (1 - lam)) / (Real.sqrt (1 + lam) + Real.sqrt (1 - lam))
        = rateMVC lam := by sorry

end AccelVI.MVC
Source
Goyal & Grand-Clément, A First-Order Approach to Accelerated Value Iteration, arXiv:1905.09963v7, p. 22, proof of Lemma B.2, second display (corrected)
Human review
  • Endorsed by Shuze Chen · Oct 15, 2026

    Confirmed by the moderator at approval.

  • Endorsed by mikedeng1 · Oct 15, 2026

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

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