mlsanityData to 14 Oct 2026

A convergence law for continuous logic and continuous structures with finite domains

arXiv 2504.08923 ↗First posted 11 Apr 2025cs.LO cs.AI math.LOcited by 1

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Abstract (arXiv)

We consider continuous relational structures with finite domain [n] := 1, ldots, n and a many valued logic, CLA, with values in the unit interval and which uses continuous connectives and continuous aggregation functions. CLA subsumes first-order logic on ``conventional'' finite structures. To each relation symbol R and identity constraint ic on a tuple the length of which matches the arity of R we associate a continuous probability density function μRic : [0, 1] → [0, ∞). We also consider a probability distribution on the set Wn of continuous structures with domain [n] which is such that for every relation symbol R, identity constraint ic, and tuple bara satisfying ic, the distribution of the value of R(bara) is given by μRic, independently of the values for other relation symbols or other tuples. In this setting we prove that every formula in CLA is asymptotically equivalent to a formula without any aggregation function. This is used to prove a convergence law for CLA which reads as follows for formulas without free variables: If varphi ∈ CLA has no free variable and I subseteq [0, 1] is an interval, then there is α ∈ [0, 1] such that, as n tends to infinity, the probability that the value of varphi is in I tends to α.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 7 of its 43 references that are in the map. First posted on arXiv 11 Apr 2025.

Builds on

7 of 43 references.

References · 7

  1. 2021An asymptotic analysis of probabilistic logic programming, with implications for expressing projective families of distributionscited by 8
  2. 2023Zero-One Laws of Graph Neural Networkscited by 7
  3. 2024Almost Surely Asymptotically Constant Graph Neural Networkscited by 7
  4. 2021Asymptotic elimination of partially continuous aggregation functions in directed graphical modelscited by 3
  5. 2022On the relative asymptotic expressivity of inference frameworkscited by 3
  6. 2024Random expansions of trees with bounded heightcited by 3
  7. 2022Zero-One Laws and Almost Sure Valuations of First-Order Logic in Semiring Semanticscited by 2

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