Logical Characterizations of Weighted Complexity Classes

TL;DR

This paper develops logical characterizations of weighted complexity classes over arbitrary semirings, extending classical descriptive complexity results like Fagin's theorem to a weighted setting and addressing open problems.

Contribution

It introduces machine-independent logical characterizations of weighted classes over semirings, generalizing foundational theorems to weighted and semiring-based models.

Findings

Weighted versions of Fagin's theorem proved for arbitrary structures

Logical characterizations of weighted classes like NP, FP, and PSPACE

Addressed an open problem by Eiter and Kiesel

Abstract

Fagin's seminal result characterizing $\mathsf{NP}$ in terms of existential second-order logic started the fruitful field of descriptive complexity theory. In recent years, there has been much interest in the investigation of quantitative (weighted) models of computations. In this paper, we start the study of descriptive complexity based on weighted Turing machines over arbitrary semirings. We provide machine-independent characterizations (over ordered structures) of the weighted complexity classes $\mathsf{NP}[\mathcal{S}], \mathsf{FP}[\mathcal{S}]$, $\mathsf{FPLOG}[\mathcal{S}]$, $\mathsf{FPSPACE}[\mathcal{S}]$, and $\mathsf{FPSPACE}_{poly}[\mathcal{S}]$ in terms of definability in suitable weighted logics for an arbitrary semiring $\mathcal{S}$. In particular, we prove weighted versions of Fagin's theorem (even for arbitrary structures, not necessarily ordered, provided that the semiring is idempotent and commutative), the Immerman--Vardi's theorem (originally for $\mathsf{P}$) and the Abiteboul--Vianu--Vardi's theorem (originally for $\mathsf{PSPACE}$). We also address a recent open problem proposed by Eiter and Kiesel.