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Let $\mathbf{s}_k=\frac{1}{\sqrt{N}}(v_{1k},...,v_{Nk})^T,$ with $\{v_{ik},i,k=1,...\}$ independent and identically distributed complex random variables. Write $\mathbf{S}_k=(\mathbf{s}_1,...,\mathbf {s}_{k-1},\mathbf{s}_{k+1},...…

概率论 · 数学 2008-12-18 G. M. Pan , W. Zhou

A constraint satisfaction problem (CSP) is said to be \emph{approximation resistant} if it is hard to approximate better than the trivial algorithm which picks a uniformly random assignment. Assuming the Unique Games Conjecture, we give a…

计算复杂性 · 计算机科学 2013-01-15 Per Austrin , Subhash Khot

We connect the study of pseudodeterministic algorithms to two major open problems about the structural complexity of $\mathsf{BPTIME}$: proving hierarchy theorems and showing the existence of complete problems. Our main contributions can be…

计算复杂性 · 计算机科学 2021-03-16 Zhenjian Lu , Igor C. Oliveira , Rahul Santhanam

This work develops central limit theorems for cross-validation and consistent estimators of its asymptotic variance under weak stability conditions on the learning algorithm. Together, these results provide practical, asymptotically-exact…

机器学习 · 统计学 2020-11-03 Pierre Bayle , Alexandre Bayle , Lucas Janson , Lester Mackey

In modern communication systems such as the Internet, random losses of information can be mitigated by oversampling the source. This is equivalent to expanding the source using overcomplete systems of vectors (frames), as opposed to the…

泛函分析 · 数学 2025-10-20 Roman Vershynin

We apply simple linear programming methods and an LP solver to refute a number of open conjectures in extremal combinatorics.

组合数学 · 数学 2019-03-14 Adam Zsolt Wagner

We prove lower bounds for the direct sum problem for two-party bounded error randomised multiple-round communication protocols. Our proofs use the notion of information cost of a protocol, as defined by Chakrabarti, Shi, Wirth and Yao and…

计算复杂性 · 计算机科学 2007-05-23 Rahul Jain , Jaikumar Radhakrishnan , Pranab Sen

An instance of the Constraint Satisfaction Problem (CSP) is given by a family of constraints on overlapping sets of variables, and the goal is to assign values from a fixed domain to the variables so that all constraints are satisfied. In…

数据结构与算法 · 计算机科学 2018-12-06 Víctor Dalmau , Marcin Kozik , Andrei Krokhin , Konstantin Makarychev , Yury Makarychev , Jakub Opršal

Motivated by the pervasiveness of strong inapproximability results for Max-CSPs, we introduce a relaxed notion of an approximate solution of a Max-CSP. In this relaxed version, loosely speaking, the algorithm is allowed to replace the…

计算复杂性 · 计算机科学 2012-04-26 Per Austrin , Johan Håstad

Theoretical computer science discusses foundational issues about computations. It asks and answers questions such as "What is a computation?", "What is computable?", "What is efficiently computable?","What is information?", "What is…

计算机科学中的逻辑 · 计算机科学 2017-10-10 Noson S. Yanofsky

We study the problem of identifying a probability distribution for some given randomly sampled data in the limit, in the context of algorithmic learning theory as proposed recently by Vinanyi and Chater. We show that there exists a…

机器学习 · 计算机科学 2018-03-14 George Barmpalias , Frank Stephan

The non-redundancy (NRD) of a constraint satisfaction problem (CSP) is a combinatorial quantity closely tied to the behavior of CSPs in various computational models including their sparsification, kernelization, and streaming complexity. A…

There has been a great deal of work establishing that random linear codes are as list-decodable as uniformly random codes, in the sense that a random linear binary code of rate $1 - H(p) - \epsilon$ is $(p,O(1/\epsilon))$-list-decodable…

信息论 · 计算机科学 2020-11-26 Ray Li , Mary Wootters

We develop a polynomial time $\Omega\left ( \frac 1R \log R \right)$ approximate algorithm for Max 2CSP-$R$, the problem where we are given a collection of constraints, each involving two variables, where each variable ranges over a set of…

数据结构与算法 · 计算机科学 2015-04-07 Guy Kindler , Alexandra Kolla , Luca Trevisan

The hopes for scalable quantum computing rely on the "threshold theorem": once the error per qubit per gate is below a certain value, the methods of quantum error correction allow indefinitely long quantum computations. The proof is based…

量子物理 · 物理学 2014-01-17 M. I. Dyakonov

We consider several well-studied problems in dynamic algorithms and prove that sufficient progress on any of them would imply a breakthrough on one of five major open problems in the theory of algorithms: 1. Is the 3SUM problem on $n$…

数据结构与算法 · 计算机科学 2014-02-04 Amir Abboud , Virginia Vassilevska Williams

A critical milestone on the path to useful quantum computers is quantum supremacy - a demonstration of a quantum computation that is prohibitively hard for classical computers. A leading near-term candidate, put forth by the Google/UCSB…

量子物理 · 物理学 2020-11-13 Adam Bouland , Bill Fefferman , Chinmay Nirkhe , Umesh Vazirani

The Constraint Satisfaction Problem (CSP) is ubiquitous in various areas of mathematics and computer science. Many of its variations have been studied including the Counting CSP, where the goal is to find the number of solutions to a CSP…

计算复杂性 · 计算机科学 2025-01-24 Amirhossein Kazeminia , Andrei A. Bulatov

Assuming the Exponential Time Hypothesis (ETH), a result of Marx (ToC'10) implies that there is no $f(k)\cdot n^{o(k/\log k)}$ time algorithm that can solve 2-CSPs with $k$ constraints (over a domain of arbitrary large size $n$) for any…

计算复杂性 · 计算机科学 2024-04-18 Karthik C. S. , Dániel Marx , Marcin Pilipczuk , Uéverton Souza

We show a dichotomy result for $p$-pass streaming algorithms for all CSPs and for up to polynomially many passes. More precisely, we prove that for any arity parameter $k$, finite alphabet $\Sigma$, collection $\mathcal{F}$ of $k$-ary…

计算复杂性 · 计算机科学 2026-04-03 Yumou Fei , Dor Minzer , Shuo Wang