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Finding sparse vectors is a fundamental problem that arises in several contexts including codes, subspaces, and lattices. In this work, we prove strong inapproximability results for all these variants using a novel approach that even…

计算复杂性 · 计算机科学 2025-06-26 Vijay Bhattiprolu , Venkatesan Guruswami , Euiwoong Lee , Xuandi Ren

$\newcommand{\NP}{\mathsf{NP}}\newcommand{\GapSVP}{\textrm{GapSVP}}$We give a simple proof that the (approximate, decisional) Shortest Vector Problem is $\NP$-hard under a randomized reduction. Specifically, we show that for any $p \geq 1$…

计算复杂性 · 计算机科学 2022-02-17 Huck Bennett , Chris Peikert

We prove conditional near-quadratic running time lower bounds for approximate Bichromatic Closest Pair with Euclidean, Manhattan, Hamming, or edit distance. Specifically, unless the Strong Exponential Time Hypothesis (SETH) is false, for…

计算复杂性 · 计算机科学 2018-03-05 Aviad Rubinstein

The minimum constraint removal problem seeks to find the minimum number of constraints, i.e., obstacles, that need to be removed to connect a start to a goal location with a collision-free path. This problem is NP-hard and has been studied…

机器人学 · 计算机科学 2023-05-03 Antony Thomas , Fulvio Mastrogiovanni , Marco Baglietto

Sensitivity measures how much the output of an algorithm changes, in terms of Hamming distance, when part of the input is modified. While approximation algorithms with low sensitivity have been developed for many problems, no sensitivity…

数据结构与算法 · 计算机科学 2025-10-17 Noah Fleming , Yuichi Yoshida

We introduce a 2-round stochastic constraint-satisfaction problem, and show that its approximation version is complete for (the promise version of) the complexity class AM. This gives a `PCP characterization' of AM analogous to the PCP…

计算复杂性 · 计算机科学 2010-02-22 Andrew Drucker

In this work, we study the computational complexity of the Minimum Distance Code Detection problem. In this problem, we are given a set of noisy codeword observations and we wish to find a code in a set of linear codes $\mathcal{C}$ of a…

信息论 · 计算机科学 2019-04-09 Alexios Balatsoukas-Stimming , Aris Filos-Ratsikas

The problem of computing distances of error-correcting codes is fundamental in both the classical and quantum settings. While hardness for the classical version of these problems has been known for some time (in both the exact and…

量子物理 · 物理学 2026-02-04 Elena Grigorescu , Vatsal Jha , Eric Samperton

In this thesis, we settle the computational complexity of some fundamental questions in polynomial optimization. These include the questions of (i) finding a local minimum, (ii) testing local minimality of a point, and (iii) deciding…

最优化与控制 · 数学 2020-08-28 Jeffrey Zhang

We prove that the Minimum Distance Problem (MDP) on linear codes over any fixed finite field and parameterized by the input distance bound is W[1]-hard to approximate within any constant factor. We also prove analogous results for the…

计算复杂性 · 计算机科学 2024-02-28 Huck Bennett , Mahdi Cheraghchi , Venkatesan Guruswami , João Ribeiro

In Linear Programming (LP) decoding of a Low-Density-Parity-Check (LDPC) code one minimizes a linear functional, with coefficients related to log-likelihood ratios, over a relaxation of the polytope spanned by the codewords \cite{03FWK}. In…

信息论 · 计算机科学 2007-07-13 Michael Chertkov , Mikhail G. Stepanov

We give a reduction from {\sc clique} to establish that sparse PCA is NP-hard. The reduction has a gap which we use to exclude an FPTAS for sparse PCA (unless P=NP). Under weaker complexity assumptions, we also exclude polynomial…

机器学习 · 计算机科学 2015-02-23 Malik Magdon-Ismail

We obtain hardness of approximation results for the $\ell_p$-Shortest Path problem, a variant of the classic Shortest Path problem with vector costs. For every integer $p \in [2,\infty)$, we show a hardness of $\Omega(p(\log n / \log^2\log…

数据结构与算法 · 计算机科学 2025-10-27 Charlie Carlson , Yury Makarychev , Ron Mosenzon

Pre-transformed polar codes (PTPCs) form a class of codes that perform close to the finite-length capacity bounds. The minimum distance and the number of minimum weight codewords are two decisive properties for their performance. In this…

信息论 · 计算机科学 2024-04-29 Andreas Zunker , Marvin Geiselhart , Stephan ten Brink

We study the problem of computing the minimum vertex cover on k-uniform k-partite hypergraphs when the k-partition is given. On bipartite graphs (k = 2), the minimum vertex cover can be computed in polynomial time. For general k, the…

计算复杂性 · 计算机科学 2011-05-24 Sushant Sachdeva , Rishi Saket

Binary quadratic programming problems have attracted much attention in the last few decades due to their potential applications. This type of problems are NP-hard in general, and still considered a challenge in the design of efficient…

数据结构与算法 · 计算机科学 2014-11-20 Khaled Elbassioni , Trung Thanh Nguyen

The minimum unsatisfiability version of a constraint satisfaction problem (MinCSP) asks for an assignment where the number of unsatisfied constraints is minimum possible, or equivalently, asks for a minimum-size set of constraints whose…

计算复杂性 · 计算机科学 2018-05-09 Édouard Bonnet , László Egri , Bingkai Lin , Dániel Marx

We show that for all $\varepsilon>0$, for sufficiently large $q\in\mathbb{N}$ power of $2$, for all $\delta>0$, it is NP-hard to distinguish whether a given $2$-Prover-$1$-Round projection game with alphabet size $q$ has value at least…

计算复杂性 · 计算机科学 2026-05-15 Dor Minzer , Kai Zhe Zheng

Despite the NP hardness of acquiring minimum distance $d_m$ for linear codes theoretically, in this paper we propose one experimental method of finding minimum-weight codewords, the weight of which is equal to $d_m$ for LDPC codes. One…

信息论 · 计算机科学 2007-10-09 Guangwen Li , Guangzeng Feng

The minimum distance is one of the most important combinatorial characterizations of a code. The maximum likelihood decoding problem is one of the most important algorithmic problems of a code. While these problems are known to be hard for…

信息论 · 计算机科学 2016-08-31 Qi Cheng
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