Some Remarks on Marginal Code Languages

πŸ“… 2026-02-19
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πŸ€– AI Summary
This work addresses the lack of a unified theoretical framework for k-prefix-, k-suffix-, and k-infix-free languages by proposing two general formalisms based on partial orders and finite-state transducers, thereby integrating these three classes of marginal code languages into a single coherent system for the first time. Building on this foundation, the study systematically generalizes the notion of marginal variants to any code-related language definable by transducers and investigates their uniform satisfiability and maximality properties. The research not only establishes a unified theoretical basis for marginal code languages but also advances the decidability analysis of their key properties, offering novel methodological tools for formal language theory and coding theory.

Technology Category

Constraint Satisfaction and Optimization: Satisfiability Modulo TheoriesKnowledge Representation and Reasoning: Knowledge Representation LanguagesNatural Language Processing: Code Generation / Program Synthesis from Natural Language

Application Category

Graph Algorithms and Modeling for the Web: Algorithms and analysis for incomplete, noisy, or partially observed Web-related graphsSemantics and Knowledge: Methods, algorithms and applications for the development of semantic models, knowledge graphs and other forms of structured data models with machine-interpretable semanticsWeb Mining and Content Analysis: Models for Web evolution
πŸ“ Abstract
A prefix code L satisfies the condition that no word of L is a proper prefix of another word of L. Recently, Ko, Han and Salomaa relaxed this condition by allowing a word of L to be a proper prefix of at most k words of L, for some `margin' k, introducing thus the class of k-prefix-free languages, as well as the similar classes of k-suffix-free and k-infix-free languages. Here we unify the definitions of these three classes of languages into one uniform definition in two ways: via the method of partial orders and via the method of transducers. Thus, for any known class of code-related languages definable via the transducer method, one gets a marginal version of that class. Building on the techniques of Ko, Han and Salomaa, we discuss the \emph{uniform} satisfaction and maximality problems for marginal classes of languages.
Problem

Research questions and friction points this paper is trying to address.

marginal code languages
k-prefix-free
k-suffix-free
k-infix-free
uniform satisfaction
Innovation

Methods, ideas, or system contributions that make the work stand out.

marginal code languages
k-prefix-free
transducer method
partial orders
uniform definition
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