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Convexity of the Real Legendre Epigraph

Proved
FunctionalInequalities.Analysis.convex_epigraph_legendre_readable

by Lazyfill · Oct 26, 2026 · Mathlib 0df444a (Lean v4.33.1)

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This proves convexity of the real epigraph of the Legendre transform.

Let EEE be a real inner-product space and let φ:E→R‾\varphi:E\to\overline{\mathbb R}φ:E→R be arbitrary, with EReal allowing the values ±∞\pm\infty±∞. Define the Legendre transform by legendre. Then

{(p,r)∈E×R:legendre⁡(φ)(p)≤r}\left\{(p,r)\in E\times\mathbb R:\operatorname{legendre}(\varphi)(p)\le r\right\}{(p,r)∈E×R:legendre(φ)(p)≤r}

is convex.

The statement is measure-free and applies without convexity, properness, or finiteness assumptions on φ\varphiφ. It is basic infrastructure for later properties of conjugates and biconjugates.

Original Lean declaration header

Within namespace FunctionalInequalities.Analysis. Shown in its original module context. Proof omitted.

theorem convex_epigraph_legendre (φ : E → EReal) :
    Convex ℝ {p : E × ℝ | legendre φ p.1 ≤ (p.2 : EReal)}

Module navigation

Module: Analysis/Convex/Legendre.

Next: legendre_ne_bot_iff.

Source excerpt, lines 151–152 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_Analysis_Convex_Legendre

variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
Formal statement

theorem FunctionalInequalities.Analysis.convex_epigraph_legendre_readable (φ : E → EReal) :
    Convex ℝ {p : E × ℝ | legendre φ p.1 ≤ (p.2 : EReal)} := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/Analysis/Convex/Legendre.lean#L149-L178 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.Analysis.Convex.Legendre`, declaration `FunctionalInequalities.Analysis.convex_epigraph_legendre`; the repository is private at upload time).

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