Uniqueness of stationary compatible probability measures for chains of infinite order with forbidden transitions
Pith reviewed 2026-05-22 13:01 UTC · model grok-4.3
The pith
Sufficient conditions on the structure of probability kernels ensure at most one stationary probability measure for chains of infinite order with forbidden transitions.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The authors show that under a set of sufficient conditions on the structure of the probability kernels, there is at most one stationary probability measure compatible with the kernel for chains of infinite order with forbidden transitions. This extends the ℓ² uniqueness criterion to the case with prohibited transitions.
What carries the argument
The ℓ² uniqueness criterion applied under structural conditions on the kernels that generalize the strongly non-null property to account for prohibited transitions.
Load-bearing premise
The probability kernels satisfy structural conditions that extend the strongly non-null property to the setting with prohibited transitions.
What would settle it
An example of a probability kernel satisfying the structural conditions but admitting two or more distinct stationary compatible measures would falsify the uniqueness claim.
read the original abstract
In this paper, we consider chains of infinite order on countable state spaces with prohibited transitions. We give a set of sufficient conditions on the structure of the probability kernels of the chains to have at most one stationary probability measure compatible with the kernel. Our main result extends the uniqueness $\ell^2$ criterion from Johansson and \"Oberg (2003) which was obtained for strongly non-null chains. A particular attention is given to concrete examples, illustrating the main theorem and its corollaries, with comparison to results of the existing literature.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript considers chains of infinite order on countable state spaces with prohibited transitions. It provides sufficient conditions on the structure of the probability kernels to ensure at most one stationary probability measure compatible with the kernel. The main result extends the uniqueness ℓ² criterion from Johansson and Öberg (2003) for strongly non-null chains by replacing the uniform lower bound with a structural condition on the support graph and positive transition probabilities. The argument adapts the summability condition on the variation of the kernels to sums restricted to allowed paths. Concrete examples illustrate the theorem, its corollaries, and comparisons with existing literature.
Significance. If the central claims hold, the work provides a useful generalization of uniqueness criteria to processes with forbidden transitions, which arise in constrained systems and symbolic dynamics. The extension preserves the contraction-mapping approach while handling zero-probability transitions via path restrictions, and the concrete examples demonstrate that the conditions are checkable and strictly weaker than strong non-nullness. This is a strength, as it supplies practical verification tools and opens the result to broader applications in ergodic theory.
minor comments (3)
- The abstract contains the grammatically awkward phrase 'A particular attention is given'; it should read 'Particular attention is given'.
- In the examples section, the comparison with existing literature would be clearer if the conditions under which uniqueness holds were summarized in a short table.
- Notation for the variation of the kernels and the restriction to allowed paths should be introduced with a dedicated preliminary subsection before the statement of the main theorem.
Simulated Author's Rebuttal
We thank the referee for their positive summary and recommendation of minor revision. No specific major comments were raised in the report, so we have no points requiring direct rebuttal or revision at this stage. We are happy to address any minor issues or clarifications the editor may identify.
Circularity Check
No significant circularity; extends external 2003 criterion
full rationale
The paper's central result adapts the ℓ² uniqueness criterion of Johansson and Öberg (2003) to kernels with prohibited transitions by imposing structural conditions on the support graph and restricting summability checks to allowed paths. This verification that the same contraction mapping argument continues to hold in the space of measures is carried out directly from the kernel definitions and does not reduce to any fitted parameter, self-definition, or load-bearing self-citation. The cited 2003 result is external, and the new conditions are shown to be checkable on concrete examples without circular reference to the target uniqueness statement.
Axiom & Free-Parameter Ledger
axioms (1)
- standard math Standard axioms of probability theory for defining stationary measures and compatibility with kernels
Lean theorems connected to this paper
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IndisputableMonolith/Foundation/RealityFromDistinction.leanreality_from_one_distinction unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
Our main result extends the uniqueness ℓ² criterion from Johansson and Öberg (2003) which was obtained for strongly non-null chains... assumptions (A) the pair (M^K, M^K) is e.r.i.; (B) ... (C) ... If furthermore √g ∈ W², then there exists at most one stationary probability measure
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IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
Definition 1. A measurable function g ∈ W² if ... ∑_k ∑_a (g(x w^k_1 a) − g(y w^k_1 a))² < ∞
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.
Reference graph
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