Samplinglib
Lean gate passed 2026-08-19T05:09:39.794721+00:00 · 644be936998e
Chapter 1 · source-complete audit

Chapter 1 Completion Matrix

Every numbered statement, numbered displayed identity, and exercise in the August 9, 2026 source edition. Local compilation and full mathematical-route completion are tracked separately.

67numbered statements
37displayed identities
21exercises
49items with compiled local evidence
Status rule. A blue local declaration does not turn a theorem route blue. Concrete process construction, topology, domains, regularity, or source-level consumers remain visible in the blocker column.
SourceFaithful summaryLocal statusRoute statusRigor boundary
Definition 1.1.1book 4 / PDF 16 Standard Brownian motion Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • Borel measurable real Hilbert state space
  • HasLaw for every StrongDual projection
  • iIndepFun on disjoint intervals
  • a.e. Continuous paths
Definition 1.1.4book 5 / PDF 17 Martingale with respect to a filtration Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • a Measure and Filtration indexed by NNReal
  • Mathlib StronglyAdapted process measurability
  • conditional expectation equality almost everywhere for s <= t
Theorem 1.1.8book 6 / PDF 18 Definition of the Ito integral and Ito isometry Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • SatisfiesUsualConditions filtration mu
  • IsBrownianMotionWithFiltration B filtration mu
  • ProgressiveL2Integrand filtration mu T
  • positive finite construction horizon
  • almost-everywhere representatives and path continuity
Definition 1.1.11book 6 / PDF 18 Stopping time Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • a Mathlib Filtration indexed by NNReal
  • tau maps into WithTop NNReal
  • each event tau <= t is measurable in the filtration at t
Definition 1.1.12book 6 / PDF 18 Localizing sequence Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • Mathlib ProgMeasurable
  • Mathlib IsStoppingTime
  • nonnegative-time Lebesgue measure
  • a.e. filter limit
Proposition 1.1.13book 7 / PDF 19 Canonical localizing sequence for a progressive integrand Compiled
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Compiled
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Formal assumptions

  • SatisfiesUsualConditions filtration mu
  • IsProbabilityMeasure mu
  • LocalProgressiveL2Integrand filtration mu T
Definition 1.1.15book 7 / PDF 19 Local martingale Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • Mathlib Adapted
  • Mathlib stoppedProcess
  • Mathlib Martingale
  • a.e. atTop convergence
Proposition 1.1.16book 7 / PDF 19 A localized Ito integral is a continuous local martingale Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • SatisfiesUsualConditions filtration mu
  • IsProbabilityMeasure mu
  • GlobalLocalProgressiveL2Integrand filtration mu
  • IsBrownianMotionWithFiltration B filtration mu
Definition 1.1.17book 8 / PDF 20 Ito process Planned
No exact local mapping yet
Planned
Exact blocker

formalize or port the required filtered-space stochastic integral, localization, and Ito-calculus interface

Formal assumptions

  • explicit filtration and adaptedness
  • joint/progressive measurability
  • Bochner or stochastic integrability
  • almost-everywhere representatives
  • stopping-time measurability where localization is used
Theorem 1.1.19book 9 / PDF 21 Ito formula Planned
No exact local mapping yet
Planned
Exact blocker

formalize or port the required filtered-space stochastic integral, localization, and Ito-calculus interface

Formal assumptions

  • explicit filtration and adaptedness
  • joint/progressive measurability
  • Bochner or stochastic integrability
  • almost-everywhere representatives
  • stopping-time measurability where localization is used
Theorem 1.1.22book 10 / PDF 22 Existence and uniqueness of SDE solutions Planned
No exact local mapping yet
Planned
Exact blocker

formalize or port the required filtered-space stochastic integral, localization, and Ito-calculus interface

Formal assumptions

  • explicit filtration and adaptedness
  • joint/progressive measurability
  • Bochner or stochastic integrability
  • almost-everywhere representatives
  • stopping-time measurability where localization is used
Definition 1.2.1book 10 / PDF 22 Markov semigroup Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • a transition-kernel contract
  • measurable ENNReal observables
Lemma 1.2.2book 10 / PDF 22 Semigroup property Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • Markov transition kernels at NNReal times
  • identity at zero
  • Chapman-Kolmogorov kernel composition
Definition 1.2.3book 11 / PDF 23 Infinitesimal generator Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • a real normed observable space
  • a continuous-linear semigroup
  • Tendsto through nhdsWithin 0 (Ioi 0)
Example 1.2.4book 11 / PDF 23 Generator of the Langevin diffusion Compiled
4 Registry declarations
Partial
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • finite-dimensional Euclidean index type
  • explicit Fréchet derivatives
  • pointwise differentiability hypotheses where genuine derivatives are used
Proposition 1.2.5book 12 / PDF 24 Kolmogorov backward equation Compiled
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Formal assumptions

  • ContinuousLinearSemigroup
  • HasRightGeneratorAt S f g
  • NNReal evaluation time
Proposition 1.2.6book 12 / PDF 24 Kolmogorov forward equation Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Proposition 1.2.7book 12 / PDF 24 Equivalent formulations of stationarity Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Example 1.2.8book 13 / PDF 25 Langevin adjoint and weighted integration by parts Compiled
6 Registry declarations
Partial
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurability and integrability of every source field
  • compact support at the bounded-domain stage
  • dominating functions for both cutoff-limit terms
  • genuine differentiability where derivative formulas are invoked
Corollary 1.2.9book 13 / PDF 25 Stationary Gibbs law for Langevin diffusion Compiled
3 Registry declarations
Partial
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • probability normalization
  • whole-space weighted integration by parts
  • generator/semigroup domain
  • well-posed Markov evolution
Definition 1.2.10book 13 / PDF 25 Reversible Markov semigroup Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • a real inner-product space
  • a nonnegative-time continuous-linear semigroup
  • the symmetry equality for every time and pair of observables
Definition 1.2.12book 14 / PDF 26 Carre du champ Compiled
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Formal assumptions

  • a real linear map on real-valued observables
  • pointwise multiplication of observables
Lemma 1.2.13book 14 / PDF 26 Non-negativity of the carre du champ Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • the pointwise Jensen inequality at every positive nonnegative-real time
  • right difference-quotient convergence for f and f squared
  • right continuity of the observable orbit at zero
Theorem 1.2.14book 14 / PDF 26 Fundamental integration-by-parts identity Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • three explicit Integrable terms
  • zero integral of L(fg)
  • symmetric generator pairing
Corollary 1.2.15book 14 / PDF 26 Non-negativity of minus the reversible generator Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • integrability of L(f squared) and f Lf
  • stationarity
  • pointwise Gamma nonnegativity
Example 1.2.17book 15 / PDF 27 Carre du champ and Dirichlet form for Langevin Compiled
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Compiled
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Formal assumptions

  • finite-dimensional real Euclidean state space
  • global ContDiff R 2 hypotheses for both observables
Definition 1.2.19book 16 / PDF 28 Poincare inequality Compiled
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Compiled
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Formal assumptions

  • a probability measure
  • a real generator action
  • PoincareAdmissible finite integrals
Lemma 1.2.20book 16 / PDF 28 Differential Gronwall lemma Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • g is differentiable as a real function
  • the derivative inequality is supplied at every point of Icc 0 T
  • the requested time belongs to Icc 0 T
Theorem 1.2.21book 16 / PDF 28 Poincare inequality and variance decay Compiled
16 Registry declarations
Partial
Exact blocker

instantiate the scalar variance curve from the concrete reversible Markov or Langevin semigroup and prove its -2 Dirichlet-energy derivative identity; instantiate the chi-square curve from an evolving Radon-Nikodym density and justify its dissipation identity; extend the scalar/core equivalence to the intended closed L2 generator domain

Formal assumptions

  • explicit measure and scalar field
  • probability normalization
  • integrability/square-integrability
  • explicit Dirichlet form
Theorem 1.2.22book 17 / PDF 29 Poincare inequality and chi-squared decay Compiled
16 Registry declarations
Partial
Exact blocker

instantiate the scalar variance curve from the concrete reversible Markov or Langevin semigroup and prove its -2 Dirichlet-energy derivative identity; instantiate the chi-square curve from an evolving Radon-Nikodym density and justify its dissipation identity; extend the scalar/core equivalence to the intended closed L2 generator domain

Formal assumptions

  • explicit measure and scalar field
  • probability normalization
  • integrability/square-integrability
  • explicit Dirichlet form
Example 1.2.23book 17 / PDF 29 Poincare inequality for Langevin diffusion Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Definition 1.2.25book 18 / PDF 30 Log-Sobolev inequality Compiled
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Formal assumptions

  • a probability measure
  • LogSobolevAdmissible density
  • generator Dirichlet form
Theorem 1.2.26book 18 / PDF 30 Log-Sobolev inequality and KL decay Compiled
9 Registry declarations
Partial
Exact blocker

construct the concrete KL/Fisher-information curve for the reversible Langevin or Markov semigroup; justify KL differentiation and the entropy-dissipation identity under explicit density and integrability hypotheses; extend the scalar/core equivalence to the intended entropy domain

Formal assumptions

  • nonnegative measurable density
  • normalization
  • finite entropy and energy terms in the handoff
Example 1.2.27book 18 / PDF 30 Log-Sobolev inequality for Langevin diffusion Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Definition 1.2.28book 18 / PDF 30 Iterated carre du champ Compiled
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Compiled
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Formal assumptions

  • a real linear generator on real-valued observables
  • the compiled carreDuChamp definition
Definition 1.2.29book 19 / PDF 31 Bakry-Emery curvature-dimension criterion Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • 0 < alpha
  • the inequality holds for every observable and state
Theorem 1.2.30book 19 / PDF 31 Bakry-Emery criterion implies functional inequalities Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Theorem 1.2.31book 19 / PDF 31 Curvature-dimension condition for Langevin Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Definition 1.3.1book 20 / PDF 32 Kantorovich primal transport problem Compiled
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Compiled
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Formal assumptions

  • measurable state spaces
  • an ENNReal-valued cost
  • the exact coupling marginal predicate
Theorem 1.3.3book 20 / PDF 32 Existence of an optimal transport plan Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Definition 1.3.4book 20 / PDF 32 2-Wasserstein distance Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • measurable normed additive state space
  • compiled Kantorovich transportCost
Definition 1.3.6book 21 / PDF 33 Dual quadratic optimal transport problem Compiled
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Formal assumptions

  • measurable spaces and measures
  • integrable real potentials
  • product-a.e. dual constraint
Theorem 1.3.8book 22 / PDF 34 Fundamental theorem of optimal transport Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Definition 1.3.12book 25 / PDF 37 Absolutely continuous finite-second-moment laws Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • finite-dimensional real inner-product space
  • Borel measurable structure
  • IsProbabilityMeasure, absolute continuity, and Integrable squared norm
Lemma 1.3.13book 25 / PDF 37 Gluing lemma Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Proposition 1.3.14book 25 / PDF 37 Wasserstein distance is a metric Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Proposition 1.3.15book 26 / PDF 38 Completeness, separability, and convergence in Wasserstein space Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Definition 1.3.16book 26 / PDF 38 Absolutely continuous curve in Wasserstein space Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • a PseudoMetricSpace
  • a real-time curve
  • a.e. existence of HasMetricDerivativeAt
Theorem 1.3.17book 26 / PDF 38 Continuity equation generated by a velocity field Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Remark 1.3.19book 27 / PDF 39 Regularity boundary for the continuity equation Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Theorem 1.3.20book 27 / PDF 39 Curves of measures as fluid flows Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Theorem 1.3.23book 30 / PDF 42 Wasserstein geodesics Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Definition 1.3.25book 30 / PDF 42 Wasserstein geodesic and displacement interpolation Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • a finite-dimensional real inner-product Borel space
  • P2,ac endpoint predicates
  • a coupling attaining the quadratic transport cost
  • the affine pushforward identity on [0,1]
Definition 1.3.26book 31 / PDF 43 Geodesic alpha-convexity Compiled
1 Registry declarations
Compiled
Exact blocker

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Formal assumptions

  • a MetricSpace
  • an explicit geodesic predicate
  • real-valued functional
Theorem 1.4.1book 32 / PDF 44 Wasserstein gradient from the first variation Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Example 1.4.2book 32 / PDF 44 Langevin diffusion as the KL Wasserstein gradient flow Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Theorem 1.4.5book 34 / PDF 46 Geodesic convexity of KL divergence Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Theorem 1.4.6book 34 / PDF 46 Wasserstein gradient of squared distance Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Theorem 1.4.12book 36 / PDF 48 Contractivity of the Langevin diffusion Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Lemma 1.5.1book 37 / PDF 49 Comparison between TV, KL, and chi-squared divergences Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Lemma 1.5.2book 37 / PDF 49 Chi-squared divergence at initialization Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Lemma 1.5.3book 37 / PDF 49 Wasserstein distance at initialization Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Definition 1.5.4book 38 / PDF 50 Total variation distance Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Definition 1.5.5book 39 / PDF 51 f-divergence Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Theorem 1.5.6book 39 / PDF 51 Data-processing inequality Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Theorem 1.5.7book 40 / PDF 52 Donsker-Varadhan variational principle Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Lemma 1.5.8book 40 / PDF 52 Chain rule for KL divergence Planned
No exact local mapping yet
Planned
Exact blocker

formalize the divergence comparisons, initialization bounds, data processing, variational principle, and conditional KL chain rule

Formal assumptions

  • Radon-Nikodym representatives
  • finite divergence terms
  • kernel measurability
  • initialization normalizers and moment bounds
Displayed identity (1.0.1)book 3 / PDF 15 Overdamped Langevin SDE Planned
No exact local mapping yet
Planned
Exact blocker

construct the concrete Langevin process and connect its integral equation, transition law, and regularity

Formal assumptions

  • finite-dimensional measurable Euclidean state space
  • adapted Brownian motion
  • measurable and integrable drift
  • existence of the stochastic integrals
Displayed identity (1.1.2)book 4 / PDF 16 Elementary adapted process Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • a Mathlib Filtration indexed by NNReal
  • StrictMono endpoint map on Fin (n + 1)
  • StronglyMeasurable coefficients in the left-endpoint sigma-algebra
  • a pointwise bound for every coefficient
Displayed identity (1.1.3)book 5 / PDF 17 Ito integral for an elementary process Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • the certified elementary-process structure from display (1.1.2)
  • finite Fin-indexed summation
  • NNReal minimum for stopping each increment at the terminal time
Displayed identity (1.1.5)book 5 / PDF 17 Orthogonal martingale-increment expansion Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • IsBrownianMotionWithFiltration
  • bounded left-endpoint strongly measurable coefficients
  • MemLp two for every weighted increment
  • filtration-level independence and centered future increments
Displayed identity (1.1.6)book 5 / PDF 17 Elementary-process Ito isometry Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • IsBrownianMotionWithFiltration
  • bounded left-endpoint strongly measurable coefficients
  • the stopped NNReal time measure
  • product-space processL2Energy in ENNReal
Displayed identity (1.1.7)book 5 / PDF 17 Square-integrability condition for an integrand Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • finite pulled-back Lebesgue measure on NNReal time up to T
  • AEMeasurable squared process on the product measure
  • ENNReal product and iterated lintegrals so finiteness remains explicit
Displayed identity (1.1.9)book 6 / PDF 18 Ito isometry Compiled
1 Registry declarations
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Exact blocker

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Formal assumptions

  • SatisfiesUsualConditions filtration mu
  • IsBrownianMotionWithFiltration B filtration mu
  • ProgressiveL2Integrand filtration mu T
  • deterministic time t <= T
  • strict time restriction as an endpoint-null representative of the integral over [0,t]
Displayed identity (1.1.10)book 6 / PDF 18 Almost-sure local square-integrability Compiled
1 Registry declarations
Compiled
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Formal assumptions

  • TimeMeasure.upTo T
  • ENNReal time lintegral
  • MeasureTheory almost-everywhere quantification
Displayed identity (1.1.14)book 7 / PDF 19 Stopped Ito integral Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • SatisfiesUsualConditions filtration mu
  • IsProbabilityMeasure mu
  • LocalProgressiveL2Integrand filtration mu T
  • 0 < T
  • IsBrownianMotionWithFiltration B filtration mu
Displayed identity (1.1.18)book 8 / PDF 20 Differential notation for an Ito process Planned
No exact local mapping yet
Planned
Exact blocker

formalize or port the required filtered-space stochastic integral, localization, and Ito-calculus interface

Formal assumptions

  • explicit filtration and adaptedness
  • joint/progressive measurability
  • Bochner or stochastic integrability
  • almost-everywhere representatives
  • stopping-time measurability where localization is used
Displayed identity (1.1.20)book 9 / PDF 21 Integral Ito formula Planned
No exact local mapping yet
Planned
Exact blocker

formalize or port the required filtered-space stochastic integral, localization, and Ito-calculus interface

Formal assumptions

  • explicit filtration and adaptedness
  • joint/progressive measurability
  • Bochner or stochastic integrability
  • almost-everywhere representatives
  • stopping-time measurability where localization is used
Displayed identity (1.1.21)book 9 / PDF 21 Differential Ito formula Planned
No exact local mapping yet
Planned
Exact blocker

formalize or port the required filtered-space stochastic integral, localization, and Ito-calculus interface

Formal assumptions

  • explicit filtration and adaptedness
  • joint/progressive measurability
  • Bochner or stochastic integrability
  • almost-everywhere representatives
  • stopping-time measurability where localization is used
Displayed identity (1.2.11)book 13 / PDF 25 Markov-semigroup Jensen inequality Compiled
1 Registry declarations
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Formal assumptions

  • a Feller transition-kernel contract
  • a bounded continuous real observable
Displayed identity (1.2.16)book 15 / PDF 27 Relative-density Fokker-Planck equation Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Displayed identity (1.2.18)book 15 / PDF 27 Langevin negative generator as weighted gradient adjoint Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Displayed identity (1.2.24)book 17 / PDF 29 KL dissipation through the Dirichlet form Planned
No exact local mapping yet
Planned
Exact blocker

connect the abstract compiled leaves to a concrete strongly continuous Langevin semigroup and its closed generator domain

Formal assumptions

  • measurable transition kernels
  • a specified observable space and topology
  • explicit generator domain
  • integrability and domain closure
  • concrete process-level realization when Langevin is claimed
Displayed identity (1.3.2)book 20 / PDF 32 Kantorovich primal value Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • the compiled transportCost and couplingSet definitions
Displayed identity (1.3.5)book 20 / PDF 32 Quadratic transport cost Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • ENNReal rpow algebra
Displayed identity (1.3.7)book 21 / PDF 33 Kantorovich dual value Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • dualTransportValue and DualFeasible
Displayed identity (1.3.9)book 22 / PDF 34 Quadratic-cost dual constraint Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Displayed identity (1.3.10)book 22 / PDF 34 Convex-potential dual form Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Displayed identity (1.3.11)book 23 / PDF 35 Optimal-map gradient relation Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Displayed identity (1.3.18)book 26 / PDF 38 Continuity equation Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Displayed identity (1.3.21)book 27 / PDF 39 Kinetic action of a measure curve Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Displayed identity (1.3.22)book 29 / PDF 41 Riemannian distance as the infimum of path length Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Displayed identity (1.3.24)book 30 / PDF 42 Benamou-Brenier dynamic formulation Planned
No exact local mapping yet
Planned
Exact blocker

build the Wasserstein metric, optimal-plan existence, gluing, geodesic, and continuity-equation chain without assuming the desired transport theorem

Formal assumptions

  • measurable marginals and couplings
  • finite second moments
  • tightness/lower semicontinuity for existence
  • absolute continuity for transport maps
  • weak continuity-equation regularity
Displayed identity (1.4.3)book 34 / PDF 46 Entropy under displacement interpolation Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.4)book 34 / PDF 46 Entropy Hessian along a Wasserstein geodesic Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.7)book 34 / PDF 46 First-order geodesic-convexity inequality Compiled
1 Registry declarations
Compiled
Exact blocker

None for this source item.

Formal assumptions

  • the compiled endpoint chord inequality on every selected geodesic
  • HasDerivAt of the functional along the selected path at zero
Displayed identity (1.4.8)book 35 / PDF 47 Gradient-flow function-value rate Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.9)book 35 / PDF 47 Gradient-flow energy dissipation Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.10)book 35 / PDF 47 Wasserstein Polyak-Lojasiewicz inequality Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.11)book 35 / PDF 47 Quadratic growth inequality Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.13)book 36 / PDF 48 Sharp KL convergence under strong convexity Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.14)book 36 / PDF 48 Convex KL convergence rate Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.15)book 36 / PDF 48 LSI as Wasserstein gradient domination Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Displayed identity (1.4.16)book 36 / PDF 48 Talagrand T2 inequality Planned
No exact local mapping yet
Planned
Exact blocker

formalize first variations and the weak Wasserstein gradient-flow chain with the regularity needed for differentiation

Formal assumptions

  • density positivity and integrability
  • weak continuity equation
  • differentiability along Wasserstein curves
  • tangent-space membership
  • geodesic convexity with explicit domain
Exercise 1.1book 41 / PDF 53 Orthogonality of martingale increments Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.2book 42 / PDF 54 Explosion of ODEs Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.3book 42 / PDF 54 Ornstein-Uhlenbeck process Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.4book 42 / PDF 54 Generator for general SDEs Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.5book 42 / PDF 54 Basic properties of the Markov semigroup Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.6book 42 / PDF 54 Functional inequalities and exponential decay Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.7book 43 / PDF 55 Log-Sobolev implies Poincare Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.8book 43 / PDF 55 Mixing of the Ornstein-Uhlenbeck process Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.9book 43 / PDF 55 Optimal transport between Gaussians Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.10book 43 / PDF 55 Optimal transport with other costs Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.11book 44 / PDF 56 Dynamical formulations of optimal transport Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.12book 45 / PDF 57 Wasserstein space has non-negative curvature Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.13book 46 / PDF 58 Reconciling the SDE and Wasserstein perspectives Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.14book 46 / PDF 58 Wasserstein calculus for f-divergences Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.15book 46 / PDF 58 Smoothness along Wasserstein geodesics Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.16book 46 / PDF 58 Otto-Villani theorem Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.17book 47 / PDF 59 Contraction of the Langevin diffusion Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.18book 47 / PDF 59 Sharp KL convergence Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.19book 47 / PDF 59 Divergences at initialization Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.20book 47 / PDF 59 First moment of an exponential distribution Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route
Exercise 1.21book 47 / PDF 59 Sharpness of the initialization bounds Planned
No exact local mapping yet
Planned
Exact blocker

decompose the exercise into dependency-ready Lean leaves and map every cited theorem

Formal assumptions

  • all measurability, integrability, topology, and domain conditions needed by the cited route