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We study $\textit{sparse singular value certificates}$ for random rectangular matrices. If $M$ is an $n \times d$ matrix with independent Gaussian entries, we give a new family of polynomial-time algorithms which can certify upper bounds on…

数据结构与算法 · 计算机科学 2024-12-31 Ilias Diakonikolas , Samuel B. Hopkins , Ankit Pensia , Stefan Tiegel

An increasing number of scientific applications are making use of irregular data access patterns. An important class of such patterns involve subscripted-subscripts, wherein an array value appears in the index expression of another array.…

分布式、并行与集群计算 · 计算机科学 2019-11-15 Akshay Bhosale , Rudolf Eigenmann

In this paper, we generalize the algorithm described by Rump and Graillat, as well as our previous work on certifying breadth-one singular solutions of polynomial systems, to compute verified and narrow error bounds such that a slightly…

数值分析 · 数学 2012-12-20 Nan Li , Lihong Zhi

We state and prove a general summation identity. The identity is then applied to derive various summation formulas involving the generalized harmonic numbers and related quantities. Interesting results, mostly new, are obtained for both…

数论 · 数学 2015-09-01 Kunle Adegoke , Olawanle Layeni

In the context of robustness testing, the boundary between the valid and invalid regions of the input space can be an interesting source of erroneous inputs. Knowing where a specific software under test (SUT) has a boundary is essential for…

软件工程 · 计算机科学 2018-10-17 Bogdan Marculescu , Robert Feldt

Inspired by recent successes with parallel optimization techniques for solving Boolean satisfiability, we investigate a set of strategies and heuristics that aim to leverage parallel computing to improve the scalability of neural network…

计算机科学中的逻辑 · 计算机科学 2020-08-24 Haoze Wu , Alex Ozdemir , Aleksandar Zeljić , Ahmed Irfan , Kyle Julian , Divya Gopinath , Sadjad Fouladi , Guy Katz , Corina Pasareanu , Clark Barrett

This paper discloses a simple algorithm for encrypting text messages, based on the NP-completeness of the subset sum problem, such that the similarity between encryptions is roughly proportional to the semantic similarity between their…

密码学与安全 · 计算机科学 2013-08-16 Nicholas Kersting

A new method, with an application program in Matlab code, is proposed for testing item performance models on empirical databases. This method uses data intraclass correlation statistics as expected correlations to which one compares simple…

统计方法学 · 统计学 2011-04-13 Pierre Courrieu , Muriele Brand-D'Abrescia , Ronald Peereman , Daniel Spieler , Arnaud Rey

Authorship verification tries to answer the question if two documents with unknown authors were written by the same author or not. A range of successful technical approaches has been proposed for this task, many of which are based on…

计算与语言 · 计算机科学 2019-08-22 Benedikt Boenninghoff , Robert M. Nickel , Steffen Zeiler , Dorothea Kolossa

Sums-of-squares formulas over the integers have been studied extensively using their equivalence to consistently signed intercalate matrices. This representation, combined with combinatorial arguments, has been used to produce…

数据结构与算法 · 计算机科学 2018-10-15 Melissa Lynn

We consider two basic algorithmic problems concerning tuples of (skew-)symmetric matrices. The first problem asks to decide, given two tuples of (skew-)symmetric matrices $(B_1, \dots, B_m)$ and $(C_1, \dots, C_m)$, whether there exists an…

数据结构与算法 · 计算机科学 2019-02-08 Gábor Ivanyos , Youming Qiao

Motivated by cryptographic applications such as predicate encryption, we consider the problem of representing an arbitrary predicate as the inner product predicate on two vectors. Concretely, fix a Boolean function $P$ and some modulus $q$.…

计算复杂性 · 计算机科学 2018-10-08 Balthazar Bauer , Jevgēnijs Vihrovs , Hoeteck Wee

In this work we provide algorithmic solutions to five fundamental problems concerning the verification, synthesis and correction of concurrent systems that can be modeled by bounded p/t-nets. We express concurrency via partial orders and…

计算机科学中的逻辑 · 计算机科学 2014-02-14 Mateus de Oliveira Oliveira

We present an approach to the verification of systems for whose description some elements - constants or functions - are underspecified and can be regarded as parameters, and, in particular, describe a method for automatically generating…

计算机科学中的逻辑 · 计算机科学 2023-10-30 Dennis Peuter , Philipp Marohn , Viorica Sofronie-Stokkermans

Due to increasing numbers of product piracy worldwide, a cost-effective method for verifying the origin of a product is to be developed. For this purpose, a certificate of authenticity can be created using precisely measurable, unique…

密码学与安全 · 计算机科学 2023-04-27 Oliver Linne

Deep clustering, a method for partitioning complex, high-dimensional data using deep neural networks, presents unique evaluation challenges. Traditional clustering validation measures, designed for low-dimensional spaces, are problematic…

机器学习 · 统计学 2024-03-25 Zeya Wang , Chenglong Ye

The certification of intrinsic randomness is foundational to quantum information theory and central in many practical applications thereof, such as in the generation of unquestionably random numbers and in cryptographic protocols.…

量子物理 · 物理学 2025-10-27 Maria Ciudad Alañón , Daniel Centeno , Andrew Watford , Elie Wolfe

This paper proposes a verification method for sparse linear systems $Ax=b$ with general and nonsingular coefficients. A verification method produces the error bound for a given approximate solution. Conventional methods use one of two…

数值分析 · 数学 2024-06-05 Takeshi Terao , Katsuhisa Ozaki

We initiate the study of the algorithmic problem of certifying lower bounds on the discrepancy of random matrices: given an input matrix $A \in \mathbb{R}^{m \times n}$, output a value that is a lower bound on $\mathsf{disc}(A) = \min_{x…

数据结构与算法 · 计算机科学 2023-06-02 Prayaag Venkat

Formal verification of complex algorithms is challenging. Verifying their implementations goes beyond the state of the art of current automatic verification tools and usually involves intricate mathematical theorems. Certifying algorithms…

计算机科学中的逻辑 · 计算机科学 2013-02-01 Eyad Alkassar , Sascha Böhme , Kurt Mehlhorn , Christine Rizkallah