Completeness Theorems for k-SUM and Geometric Friends: Deciding Fragments of Integer Linear Arithmetic

TL;DR

This paper explores the logical complexity of the $k$-SUM problem within Presburger arithmetic, establishing completeness results for specific fragments and linking algorithmic complexity to logical definability.

Contribution

It introduces a class of problems capturing $k$-SUM's logical scope and proves completeness for certain fragments, connecting algorithmic speedups to logical problem classes.

Findings

$k$-SUM complete for sentences with $k$ existential quantifiers

$3$-SUM complete for 3-quantifier sentences with up to 3 inequalities

Establishes $ ext{FOP}_ ext{Z}$-completeness of Pareto Sum Verification and Hausdorff Distance

Abstract

In the last three decades, the $k$-SUM hypothesis has emerged as a satisfying explanation of long-standing time barriers for a variety of algorithmic problems. Yet to this day, the literature knows of only few proven consequences of a refutation of this hypothesis. Taking a descriptive complexity viewpoint, we ask: What is the largest logically defined class of problems \emph{captured} by the $k$-SUM problem? To this end, we introduce a class $\mathsf{FOP}_{\mathbb{Z}}$ of problems corresponding to deciding sentences in Presburger arithmetic/linear integer arithmetic over finite subsets of integers. We establish two large fragments for which the $k$-SUM problem is complete under fine-grained reductions: 1. The $k$-SUM problem is complete for deciding the sentences with $k$ existential quantifiers. 2. The $3$-SUM problem is complete for all $3$-quantifier sentences of $\mathsf{FOP}_{\mathbb{Z}}$ expressible using at most $3$ linear inequalities. Specifically, a faster-than-$n^{\lceil k/2 \rceil \pm o(1)}$ algorithm for $k$-SUM (or faster-than-$n^{2 \pm o(1)}$ algorithm for $3$-SUM, respectively) directly translate to polynomial speedups of a general algorithm for \emph{all} sentences in the respective fragment. Observing a barrier for proving completeness of $3$-SUM for the entire class $\mathsf{FOP}_{\mathbb{Z}}$, we turn to the question which other -- seemingly more general -- problems are complete for $\mathsf{FOP}_{\mathbb{Z}}$. In this direction, we establish $\mathsf{FOP}_{\mathbb{Z}}$-completeness of the \emph{problem pair} of Pareto Sum Verification and Hausdorff Distance under $n$ Translations under the $L_\infty$/$L_1$ norm in $\mathbb{Z}^d$. In particular, our results invite to investigate Pareto Sum Verification as a high-dimensional generalization of 3-SUM.