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Tensor Trace Expansion Identity

Proved
FunctionalInequalities.Analysis.letwin_tensor_trace_identity_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This is a finite-dimensional tensor trace identity.

Let G,MG,MG,M be real n×nn\times nn×n matrices with MT=MM^{\mathsf T}=MMT=M, and let TabcT_{abc}Tabc​ satisfy symmetry in its last two indices, Tabc=TacbT_{abc}=T_{acb}Tabc​=Tacb​. Then

∑a,cGactr⁡(MTaGTc)=∑i,jMij∑a,b,c,dGacGbdTabiTcdj,\sum_{a,c}G_{ac}\operatorname{tr}(MT_aGT_c) = \sum_{i,j}M_{ij}\sum_{a,b,c,d}G_{ac}G_{bd}T_{abi}T_{cdj},a,c∑​Gac​tr(MTa​GTc​)=i,j∑​Mij​a,b,c,d∑​Gac​Gbd​Tabi​Tcdj​,

where (Ta)ij=Taij(T_a)_{ij}=T_{aij}(Ta​)ij​=Taij​. This identity expands the trace expression into coordinate sums for the tensor comparison argument.

Original Lean declaration header

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

private lemma letwin_tensor_trace_identity {n : ℕ}
    (G M : Matrix (Fin n) (Fin n) ℝ) (hM : Mᵀ = M)
    (T : Fin n → Fin n → Fin n → ℝ)
    (hT : ∀ a b c, T a b c = T a c b) :
    (∑ a, ∑ c, G a c *
      (M * Matrix.of (fun i j => T a i j) * G *
        Matrix.of (fun i j => T c i j)).trace) =
      ∑ i, ∑ j, M i j *
        ∑ a, ∑ b, ∑ c, ∑ d, G a c * G b d * T a b i * T c d j

Module navigation

Module: Analysis/Matrix/Trace/Energy.

Previous: letwin_trace_weighted_slices · Next: letwin_tensor_comparison.

Source excerpt, lines 318–326 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_Analysis_Matrix_Trace_Energy

open Matrix
Formal statement
 lemma FunctionalInequalities.Analysis.letwin_tensor_trace_identity_readable {n : ℕ}
    (G M : Matrix (Fin n) (Fin n) ℝ) (hM : Mᵀ = M)
    (T : Fin n → Fin n → Fin n → ℝ)
    (hT : ∀ a b c, T a b c = T a c b) :
    (∑ a, ∑ c, G a c *
      (M * Matrix.of (fun i j => T a i j) * G *
        Matrix.of (fun i j => T c i j)).trace) =
      ∑ i, ∑ j, M i j *
        ∑ a, ∑ b, ∑ c, ∑ d, G a c * G b d * T a b i * T c d j := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/Analysis/Matrix/Trace/Energy.lean#L318-L391 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.Analysis.Matrix.Trace.Energy`, declaration `_private.FunctionalInequalities.Analysis.Matrix.Trace.Energy.0.FunctionalInequalities.Analysis.letwin_tensor_trace_identity`; the repository is private at upload time).

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