Persistence of the Wiener Sausage: Sampling Stability and a Law of Large Numbers for Drifted Planar Brownian Motion DRAFT -CURRENTLY UNDER REVIEW
Pith reviewed 2026-05-13 18:32 UTC · model grok-4.3
The pith
The smoothed persistence functional of the Wiener sausage for drifted planar Brownian motion converges almost surely and in L1 to a deterministic constant times time.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
For every bounded Borel weight ψ supported on a compact radius window [r0, r1] with r0 > 0, the smoothed persistence functional Φ_ψ(T), defined by integrating the first Betti number β_T^1(r) against ψ, satisfies Φ_ψ(T)/T → ρ_ψ almost surely and in L1, where ρ_ψ is a deterministic constant. The proof rests on a regeneration decomposition of the path into i.i.d. blocks together with a Boundary Lemma that controls non-additivity of topology under concatenation.
What carries the argument
A regeneration scheme along the drift direction that decomposes the path into i.i.d. blocks via ladder hits of the projected drifted Brownian motion, with topological non-additivity controlled by the Boundary Lemma (Mayer-Vietoris estimate plus coarea formula relating integrated Betti numbers to sausage area).
Load-bearing premise
The regeneration along the drift direction produces i.i.d. path blocks whose changes in hole count at junctions remain uniformly controllable by deterministic geometric bounds from the coarea formula.
What would settle it
Numerical computation of Φ_ψ(T)/T for successively larger T that fails to stabilize at a single deterministic value independent of the realized path.
read the original abstract
We study the persistent homology of the offset filtration generated by the range of a planar Brownian motion with constant nonzero drift. The members of this filtration are the Wiener sausages of increasing radius, and the degree-one persistence diagram records the birth and death of holes in the thickened trace as the radius varies. Our first result is a sampling theorem: for any continuous path in R d observed on a time grid $\pi$n the bottleneck distance between the persistence diagram of the continuous offset filtration and that of the sampled point cloud is bounded by the pathwise modulus of continuity $\omega$X (|$\pi$n|). For Brownian motion this yields the almost-sure rate O |$\pi$n| log(1/|$\pi$n|) . Our second and main result is a law of large numbers for the drifted planar case. For every bounded Borel weight $\psi$ supported on a compact radius window [r0, r1] with r0 > 0, the smoothed persistence functional $\Phi$ $\psi$ (T ), where $\beta$ T 1 (r) counts the holes in the radius-r sausage at time T , satisfies $\Phi$ $\psi$ (T )/T $\rightarrow$ $\rho$ $\psi$ almost surely and in L 1 for a deterministic constant $\rho$ $\psi$ . This yields a finite positive intensity measure on the radius axis that governs the linear growth of topological complexity. The proof introduces a regeneration scheme along the drift direction: projecting the planar path onto the drift axis produces a one-dimensional Brownian motion with positive drift, whose ladder hits and bounded-backtracking events generate i.i.d. path blocks. The non-additivity of topology under concatenation is controlled by a Boundary Lemma, which combines a deterministic Mayer-Vietoris estimate with a geometric bound relating integrated Betti numbers to sausage area via the coarea formula. A Betti-curve representation converts the two-parameter persistence problem into a one-parameter family of fixed-radius hole counts, making the regeneration argument possible.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proves a sampling stability theorem for persistence diagrams of offset filtrations on continuous paths in R^d, with the bottleneck distance controlled by the path modulus of continuity (yielding an a.s. rate O(|π_n| log(1/|π_n|)) for Brownian motion), and establishes a law of large numbers for the smoothed persistence functional Φ_ψ(T) associated to the degree-1 persistence diagram of the Wiener sausage of a planar Brownian motion with nonzero drift. For any bounded Borel weight ψ supported on a compact interval [r0,r1] with r0>0, Φ_ψ(T)/T converges almost surely and in L1 to a deterministic constant ρ_ψ. The proof relies on a regeneration scheme that decomposes the path into i.i.d. blocks via ladder times of the projected one-dimensional drifted Brownian motion, together with a Boundary Lemma that controls the non-additivity of Betti numbers at block junctions via a Mayer-Vietoris estimate and the coarea formula.
Significance. If the central claims hold, the work supplies the first rigorous LLN for topological complexity measures of drifted Wiener sausages, converting a two-parameter persistence problem into a one-parameter renewal-reward setting. The regeneration-plus-Boundary-Lemma strategy is a concrete technical contribution that may extend to other path functionals in stochastic geometry.
minor comments (3)
- [Abstract / §3] The abstract states that the Boundary Lemma combines a deterministic Mayer-Vietoris estimate with a geometric bound via the coarea formula, but the precise statement of the lemma (including the exact form of the discrepancy term) should appear explicitly in the main text before the renewal argument is invoked.
- [Introduction] Notation for the smoothed functional Φ_ψ(T) and the Betti curve β_T^1(r) is introduced only in the abstract; a short paragraph in the introduction defining these objects and the radius window [r0,r1] would improve readability.
- [§2] The sampling theorem is stated for general continuous paths in R^d; it would be useful to record whether the same modulus-of-continuity bound holds verbatim for the drifted planar case used in the LLN, or whether an extra logarithmic factor appears.
Simulated Author's Rebuttal
We thank the referee for the careful and accurate summary of our results on the sampling stability theorem for persistence diagrams of offset filtrations and the law of large numbers for the smoothed persistence functional of the drifted planar Wiener sausage. We appreciate the recognition that the regeneration scheme via ladder times, combined with the Boundary Lemma using Mayer-Vietoris and the coarea formula, converts the two-parameter problem into a renewal-reward setting. The recommendation for minor revision is noted; since no specific major comments were raised in the report, we have no substantive points to rebut or revise at this stage.
Circularity Check
No significant circularity detected
full rationale
The LLN is obtained from i.i.d. regeneration blocks via the strong Markov property at ladder times, combined with deterministic geometric control from the Boundary Lemma (Mayer-Vietoris plus coarea formula). These yield finite per-block expectations under the regeneration measure, after which standard renewal-reward theory produces the a.s. and L1 convergence to the deterministic intensity ρ_ψ. No fitted parameters, self-definitional reductions, or load-bearing self-citations appear in the argument; the derivation is self-contained against external probabilistic and geometric benchmarks.
Axiom & Free-Parameter Ledger
axioms (2)
- domain assumption Planar Brownian motion with constant nonzero drift has positive speed along the drift axis and admits ladder-height regeneration
- standard math Mayer-Vietoris inequality bounds the change in Betti numbers under union of sets
Lean theorems connected to this paper
-
IndisputableMonolith/Foundation/AlexanderDuality.leanalexander_duality_circle_linking echoes?
echoesECHOES: this paper passage has the same mathematical shape or conceptual pattern as the Recognition theorem, but is not a direct formal dependency.
regeneration scheme along the drift direction... Boundary Lemma, which combines a deterministic Mayer–Vietoris estimate with a geometric bound relating integrated Betti numbers to sausage area via the coarea formula
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Forward citations
Cited by 1 Pith paper
-
Persistent Homology of the Wiener Sausage II: A Central Limit Theorem for Drifted Planar Brownian Motion
The smoothed Betti-1 curve functional of the radius-r Wiener sausage for drifted planar Brownian motion obeys a central limit theorem with deterministic centering and finite variance.
Reference graph
Works this paper leans on
-
[1]
Asmussen, S. (2003). Applied Probability and Queues , 2nd ed. Springer
work page 2003
-
[2]
Baryshnikov , Y . (2025). Brownian motions, persistent h omology and chirality . Journal of Ap- plied and Computational Topology 9(4), Article 28
work page 2025
-
[3]
Birkhoff, G. D. (1931). Proof of the Ergodic Theorem. Pro ceedings of the National Academy of Sciences of the United States of America 17(12), 656–660
work page 1931
-
[4]
Bobrowski, O., Kahle, M., and Skraba, P . (2017). Maximal ly persistent cycles in random geometric complexes. Annals of Applied Probability 27(4), 2032–2060
work page 2017
-
[5]
Bobrowski, O., and Kahle, M. (2018). Topology of random g eometric complexes: a survey . Journal of Applied and Computational Topology 1(3–4), 331– 364
work page 2018
-
[6]
Bradley , R. C. (2005). Basic properties of strong mixing conditions. A survey and s ome open questions. Probability Surveys 2, 107–144
work page 2005
-
[7]
Chazal, F ., Cohen-Steiner , D., Glisse, M., Guibas, L. J. , and Oudot, S. Y . (2009). Proximity of persistence modules and their diagrams. In Proceedings of the 25th Annual Symposium on Computational Geometry (SoCG ’09) , 237–246
work page 2009
-
[8]
Chazal, F ., de Silva, V ., Glisse, M., and Oudot, S. (2016) . The Structure and Stability of Persistence Modules. SpringerBriefs in Mathematics. Springer
work page 2016
-
[9]
Cohen-Steiner , D., Edelsbrunner , H., and Harer , J. (200 7). Stability of persistence diagrams. Discrete & Computational Geometry 37(1), 103–120
-
[10]
Donsker , M. D., and Varadhan, S. R. S. (1975). Asymptoti cs for the Wiener sausage. Commu- nications on Pure and Applied Mathematics 28(4), 525–565
work page 1975
-
[11]
Edelsbrunner , H., Letscher , D., and Zomorodian, A. (20 02). Topological persistence and simplification. Discrete & Computational Geometry 28(4), 5 11–533
-
[12]
Edelsbrunner , H., and Harer , J. (2010). Computational Topology: An Introduction . American Mathematical Society
work page 2010
-
[13]
Hiraoka, Y ., Shirai, T ., and Trinh, K. D. (2018). Limit t heorems for persistence diagrams. Annals of Applied Probability 28(5), 2740–2780
work page 2018
-
[14]
Honzl, O. (2014). On an upper bound of the Euler characte ristic of the Wiener sausage. Methodology and Computing in Applied Probability 16(2), 33 1–353
work page 2014
-
[15]
Krebs, J., and Hirsch, C. (2022). Functional central li mit theorems for persistent Betti num- bers on cylindrical networks. Scandinavian Journal of Stat istics 49(1), 427–454
work page 2022
-
[16]
Last, G. (2006). On mean curvature functions of Brownia n paths. Stochastic Processes and their Applications 116(12), 1876–1891
work page 2006
-
[17]
Le Gall, J.-F . (1986). Sur la saucisse de Wiener et les po ints multiples du mouvement brown- ien. Annals of Probability 14(4), 1219–1244
work page 1986
-
[18]
Le Gall, J.-F . (1990). Wiener sausage and self-interse ction local times. Journal of Functional Analysis 88(2), 299–341
work page 1990
-
[19]
Niyogi, P ., Smale, S., and Weinberger , S. (2008). Findi ng the homology of submanifolds with high confidence from random samples. Discrete & Computation al Geometry 39(1–3), 419– 441
work page 2008
-
[20]
Owada, T ., and Thomas, A. (2020). Limit theorems for pro cess-level Betti numbers for sparse and critical regimes. Advances in Applied Probability 52(1 ), 1–31
work page 2020
-
[21]
Rataj, J., Schmidt, V ., and Spodarev , E. (2009). On the e xpected surface area of the Wiener sausage. Mathematische Nachrichten 282(4), 591–603
work page 2009
-
[22]
Rataj, J., Spodarev , E., and Meschenmoser , D. (2009). A pproximations of the Wiener sausage and its curvature measures. Annals of Applied Probability 1 9(5), 1840–1859
work page 2009
-
[23]
Spitzer , F . (1964). Electrostatic capacity , heat flow , and Brownian motion. Zeitschrift für Wahrscheinlichkeitstheorie und Verwandte Gebiete 3(2), 1 10–121
work page 1964
-
[24]
Sznitman, A.-S. (1998). Brownian Motion, Obstacles an d Random Media. Springer Mono- graphs in Mathematics. Springer
work page 1998
-
[25]
Yogeshwaran, D., Subag, E., and Adler , R. J. (2017). Ran dom geometric complexes in the thermodynamic regime. Probability Theory and Related Fiel ds 167(1–2), 107–142. Page 37/37
work page 2017
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.