Expansive homeomorphisms on complexity quasi-metric spaces
Pith reviewed 2026-05-16 06:00 UTC · model grok-4.3
The pith
Scaling transformation on complexity functions is expansive exactly when the factor differs from one
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The scaling transformation ψ_α(f)(n)=α f(n) is expansive on the complexity space (C,d_C) if and only if α≠1. The δ-stable sets of this dynamics coincide with asymptotic complexity classes. The canonical coordinates of ψ_α are hyperbolic with contraction rate λ=1/α, and orbit separation connects to the classical time hierarchy theorem of Hartmanis and Stearns. Unstable sets, conjugate dynamics, and entropy estimates are also derived.
What carries the argument
The scaling map ψ_α acting on the complexity quasi-metric space (C,d_C), whose asymmetric distance encodes one-way computational comparisons
If this is right
- When α≠1, distances between distinct orbits grow, forcing separation of functions with different growth rates.
- The δ-stable sets under the dynamics are exactly the asymptotic complexity classes.
- Hyperbolicity holds in canonical coordinates with explicit contraction rate 1/α.
- Orbit separation under the map recovers the separation given by the Hartmanis-Stearns time hierarchy theorem.
- Topological entropy and conjugate dynamics are determined by the scaling factor α.
Where Pith is reading between the lines
- Dynamical invariants such as entropy or stable-set structure could be used to prove new complexity separations.
- The supplied computational code allows direct verification on concrete families such as polynomials versus exponentials.
- The same scaling construction might characterize equivalence classes in other quasi-metric settings arising in analysis or information theory.
- The non-expansive case α=1 leaves all complexity distinctions invariant without forcing separation.
Load-bearing premise
The results depend on the triangle inequality and asymmetry of Schellekens' specific complexity quasi-metric together with the direct transfer of expansiveness and hyperbolicity definitions from ordinary metric dynamical systems.
What would settle it
Two functions with different asymptotic growth rates whose distances under iterated scaling remain bounded when α≠1, or become unbounded when α=1, would falsify the expansiveness claim.
read the original abstract
The complexity quasi-metric of Schellekens is a topological framework in which the asymmetry of computational comparisons -- ``$A$ is at most as fast as $B$'' carrying different information than ``$B$ is at most as slow as $A$'' -- is built into the distance itself. This paper develops the theory of expansive homeomorphisms on the resulting space. The central result is that the scaling transformation $\psi_\alpha(f)(n)=\alpha f(n)$ is expansive on the complexity space $(\C,d_\C)$ if and only if $\alpha\neq 1$. The $\delta$-stable sets of this dynamics turn out to coincide with asymptotic complexity classes, giving a dynamical characterisation of objects familiar from complexity theory. We then show that the canonical coordinates of $\psi_\alpha$ are hyperbolic with contraction rate $\lambda=1/\alpha$, and we connect orbit separation in the dynamical system to the classical time hierarchy theorem of Hartmanis and Stearns. Unstable sets, conjugate dynamics, and topological entropy estimates for the scaling map are also worked out. Concrete algorithms and Python implementations accompany every proof, so each result can be checked computationally; SageMath snippets sit alongside the examples, and the full code is in the \href{https://github.com/gabayae/expansive-homeomorphisms-complexity-qmetric}{companion repository}.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript develops the theory of expansive homeomorphisms on Schellekens' complexity quasi-metric space (C, d_C). Its central result is that the scaling map ψ_α(f)(n) = α f(n) is an expansive homeomorphism on (C, d_C) if and only if α ≠ 1; the δ-stable sets of this dynamics coincide with asymptotic complexity classes. The paper further shows that the canonical coordinates of ψ_α are hyperbolic with contraction rate λ = 1/α, connects orbit separation to the Hartmanis-Stearns time hierarchy theorem, and derives results on unstable sets, conjugate dynamics, and topological entropy estimates. Every proof is accompanied by concrete algorithms and Python implementations (with a companion repository), enabling computational verification.
Significance. If the results hold, the work supplies a dynamical-systems characterization of asymptotic complexity classes via stable sets of an expansive map, together with a direct link between orbit separation and the classical time hierarchy theorem. The explicit provision of machine-checkable code and algorithms for every claim is a clear strength, enhancing verifiability and reproducibility in theoretical computer science.
minor comments (2)
- [§2.2] §2.2, Definition 2.4: the transfer of the classical expansiveness definition to the quasi-metric is stated without an explicit verification that the asymmetry of d_C preserves the separation property under iteration; a short lemma confirming that the quasi-triangle inequality does not interfere with the divergence argument would strengthen the claim.
- [Introduction] The repository link is given, but the text does not specify which proofs are accompanied by code versus which rely on manual verification; an explicit mapping (e.g., “Algorithm 3.1 implements the proof of Theorem 3.2”) would improve traceability.
Simulated Author's Rebuttal
We thank the referee for the positive assessment of our manuscript and for recommending minor revision. The summary correctly identifies the central result on the scaling map ψ_α being expansive precisely when α ≠ 1, along with the identification of δ-stable sets with asymptotic complexity classes and the connections to the Hartmanis-Stearns theorem. We appreciate the emphasis placed on the machine-checkable algorithms and repository. No major comments appear in the report, so we have no specific points requiring rebuttal or revision.
Circularity Check
No significant circularity; derivation self-contained from axioms
full rationale
The central claims are direct equivalences derived from the explicit form of Schellekens' quasi-metric d_C(f,g) = sup_n 2^{-n} max(0, f(n)-g(n)) together with the verbatim transfer of the classical expansiveness definition. The scaling property d_C(ψ_α(f), ψ_α(g)) = α d_C(f,g) immediately implies divergence of distances along orbits precisely when α ≠ 1, and the δ-stable sets coincide with asymptotic classes because d_C(f,g)=0 exactly when f ≤ g pointwise. These reductions use only the given definitions and the triangle/asymmetry properties of the quasi-metric; no fitted parameters, self-citation chains, or smuggled ansatzes appear as load-bearing steps. The paper is therefore internally consistent against its own stated assumptions.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Schellekens' complexity quasi-metric d_C satisfies the required asymmetry and triangle inequality properties used to prove expansiveness and hyperbolicity.
Reference graph
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