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HighDimProb.RandomMatrix.ConditioningTraceExpProvider

Conditioning trace-exp provider wrapper #

This module proves a thin wrapper from strengthened sigma-independence and an explicit frozen trace bound to the existing conditional trace-exponential hardbone statement.

It keeps the weak hardbone statement unchanged. The pair-law trace-exp integrability premise is left explicit on purpose rather than deriving it from the ambient hardbone hTraceInt; that derivation remains a separate proof-engineering task.

theorem HighDimProb.condExp_traceExp_history_add_independent_step_of_indep_sigma {Omega : Type u_1} [mOmega : MeasurableSpace Omega] [Nonempty Omega] {P : MeasureTheory.Measure Omega} [MeasureTheory.IsFiniteMeasure P] {n : } [StandardBorelSpace (Matrix (Fin n) (Fin n) )] (mHist : MeasurableSpace Omega) (H Z : RandomMatrix Omega n n) (K : Matrix (Fin n) (Fin n) ) (hHistStepIndep : ProbabilityTheory.Indep mHist (MeasurableSpace.comap Z inferInstance) P) (hPairInt : MeasureTheory.Integrable (fun (p : Matrix (Fin n) (Fin n) × Matrix (Fin n) (Fin n) ) => traceMatrixExp (p.1 + p.2)) (MeasureTheory.Measure.map (fun (omega : Omega) => (H omega, Z omega)) P)) (hFrozenBound : ∀ (A : Matrix (Fin n) (Fin n) ), (B : Matrix (Fin n) (Fin n) ), traceMatrixExp (A + B) MeasureTheory.Measure.map Z P traceMatrixExp (A + K)) :

Strengthened sigma-independence wrapper for the conditional trace-exp hardbone step.

This theorem discharges the existing weak statement condExp_traceExp_history_add_independent_step_statement from a stronger history/current-step sigma-independence premise together with an explicit pair-law integrability witness and a frozen-history trace bound.