OAI/Probability/DilutedSpin/SingletonAverage.lean
5 declarations, 0 contain sorry, 0 declared as axioms
- def
OAI.DilutedSpinGlass.UniversalDictionary.regularSingletonAverageline 14Source documentation
The unnormalized regular-depth average of the actual physical singleton covariance energy; L+1 is the physical height, not the number of RSB steps.
noncomputable def regularSingletonAverage (M : Model p) (C H : ℝ) (N : ℕ) (u : Spec L×ℕ → ℝ) (η : ℝ) : ℝ := …Mentions: OAI.DilutedSpinGlass.Model, OAI.DilutedSpinGlass.UniversalDictionary.Spec
- lemma
OAI.DilutedSpinGlass.UniversalDictionary.regularSingletonAverage_nonnegline 19 - lemma
OAI.DilutedSpinGlass.UniversalDictionary.regularSingletonAverage_leline 24 - theorem
OAI.DilutedSpinGlass.UniversalDictionary.singleton_average_selectionline 39Source documentation
The base case
V_(1,L)(eta) ≤ 1/(eta L)is stated as its stronger uniform eventual bound, without assuming existence of a covariance limit.theorem singleton_average_selection (M : Model p) {C H : ℝ} (hC : 0 ≤ C) (hH : 0 ≤ H) (hθ : ∀ᵐ z ∂M.disorder.toMeasure, ∀ σ, |z.1 σ| ≤ C) (hh : ∀ᵐ h ∂M.field.toMeasure, |h| ≤ H) (hθi : Integrable (fun z : InteractionSample p => ‖z.1‖) M.disorder.toMeasure) (hhi : Integrable (fun h : ℝ => |h|) M.field.toMeasure) {ε : ℝ} (hε : 0 < ε) : ∃ (Ns : ℕ → ℕ) (us : ℕ → Spec L×ℕ → ℝ), StrictMono Ns ∧ (∀ n i, us n i ∈ Icc (probeLow i.2) (probeHigh i.2)) ∧ (∀ n, ConcreteReservoir.increment (weights L) prior (gridExponents L) direction anchor M (Ns n) (us n) ≤ liminf (pressure M) atTop+ε) ∧ (∀ η : ℝ, 0 < η → ∀ t : ℝ, 0 < t → ∀ᶠ n in atTop, regularSingletonAverage M C H (Ns n+1) (us n) η ≤ ((L+1:ℕ):ℝ)⁻¹/η+t) := by …Mentions: OAI.DilutedSpinGlass.Model, OAI.DilutedSpinGlass.InteractionSample, OAI.DilutedSpinGlass.UniversalDictionary.Spec, OAI.DilutedSpinGlass.probeLow, OAI.DilutedSpinGlass.probeHigh, OAI.DilutedSpinGlass.ConcreteReservoir.increment, OAI.DilutedSpinGlass.UniversalDictionary.weights, OAI.DilutedSpinGlass.UniversalDictionary.prior, OAI.DilutedSpinGlass.UniversalDictionary.gridExponents, OAI.DilutedSpinGlass.UniversalDictionary.direction, OAI.DilutedSpinGlass.UniversalDictionary.anchor, OAI.DilutedSpinGlass.pressure, OAI.DilutedSpinGlass.UniversalDictionary.regularSingletonAverage
- theorem
OAI.DilutedSpinGlass.UniversalDictionary.singleton_iterated_concentrationline 60Source documentation
Full iterated convergence formulation for actual single-leaf covariance: first reservoir size along the chosen physical sequence, then grid height. No interaction positivity or factorization is needed for this base case.
theorem singleton_iterated_concentration (M : Model p) {C H : ℝ} (hC : 0 ≤ C) (hH : 0 ≤ H) (hθ : ∀ᵐ z ∂M.disorder.toMeasure, ∀ σ, |z.1 σ| ≤ C) (hh : ∀ᵐ h ∂M.field.toMeasure, |h| ≤ H) (hθi : Integrable (fun z : InteractionSample p => ‖z.1‖) M.disorder.toMeasure) (hhi : Integrable (fun h : ℝ => |h|) M.field.toMeasure) {ε η ζ : ℝ} (hε : 0 < ε) (hη : 0 < η) (hζ : 0 < ζ) : ∃ L₀ : ℕ, ∀ L ≥ L₀, ∃ (Ns : ℕ → ℕ) (us : ℕ → Spec L×ℕ → ℝ), StrictMono Ns ∧ (∀ n i, us n i ∈ Icc (probeLow i.2) (probeHigh i.2)) ∧ (∀ n, ConcreteReservoir.increment (weights L) prior (gridExponents L) direction anchor M (Ns n) (us n) ≤ liminf (pressure M) atTop+ε) ∧ (∀ᶠ n in atTop, 0 ≤ regularSingletonAverage M C H (Ns n+1) (us n) η ∧ …Mentions: OAI.DilutedSpinGlass.Model, OAI.DilutedSpinGlass.InteractionSample, OAI.DilutedSpinGlass.UniversalDictionary.Spec, OAI.DilutedSpinGlass.probeLow, OAI.DilutedSpinGlass.probeHigh, OAI.DilutedSpinGlass.ConcreteReservoir.increment, OAI.DilutedSpinGlass.UniversalDictionary.weights, OAI.DilutedSpinGlass.UniversalDictionary.prior, OAI.DilutedSpinGlass.UniversalDictionary.gridExponents, OAI.DilutedSpinGlass.UniversalDictionary.direction, OAI.DilutedSpinGlass.UniversalDictionary.anchor, OAI.DilutedSpinGlass.pressure, OAI.DilutedSpinGlass.UniversalDictionary.regularSingletonAverage