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Strong algebraic proof systems such as IPS (Ideal Proof System; Grochow-Pitassi [GP18]) offer a general model for deriving polynomials in an ideal and refuting unsatisfiable propositional formulas, subsuming most standard propositional…

计算复杂性 · 计算机科学 2024-12-31 Tuomas Hakoniemi , Nutan Limaye , Iddo Tzameret

We study the adversarial satisfiability problem, where the adversary can choose whether variables are negated in clauses or not in order to make the resulting formula unsatisfiable. This is one case of a general class of adversarial…

计算复杂性 · 计算机科学 2015-03-23 Michele Castellana , Lenka Zdeborová

We propose a novel technique for analyzing adaptive sampling called the {\em Simulator}. Our approach differs from the existing methods by considering not how much information could be gathered by any fixed sampling strategy, but how…

机器学习 · 计算机科学 2023-04-25 Max Simchowitz , Kevin Jamieson , Benjamin Recht

We study approximation of embeddings between finite dimensional L_p spaces in the quantum model of computation. For the quantum query complexity of this problem matching (up to logarithmic factors) upper and lower bounds are obtained. The…

量子物理 · 物理学 2007-05-23 Stefan Heinrich

The polynomial hierarchy plays a central role in classical complexity theory. Here, we define a quantum generalization of the polynomial hierarchy, and initiate its study. We show that not only are there natural complete problems for the…

量子物理 · 物理学 2016-10-25 Sevag Gharibian , Julia Kempe

The polynomial method by Beals, Buhrman, Cleve, Mosca, and de Wolf (FOCS 1998, J. ACM 2001), the adversary method by Ambainis (STOC 2000, J. Comput. Syst. Sci. 2002), and the compressed oracle method by Zhandry (CRYPTO 2019) have been shown…

量子物理 · 物理学 2025-10-27 Qisheng Wang , Zhicheng Zhang

Consider a Boolean function $\chi: X \to \{0,1\}$ that partitions set $X$ between its good and bad elements, where $x$ is good if $\chi(x)=1$ and bad otherwise. Consider also a quantum algorithm $\mathcal A$ such that $A |0\rangle=…

量子物理 · 物理学 2021-03-23 Gilles Brassard , Peter Hoyer , Michele Mosca , Alain Tapp

We give a general method for proving quantum lower bounds for problems with small range. Namely, we show that, for any symmetric problem defined on functions $f:\{1, ..., N\}\to\{1, ..., M\}$, its polynomial degree is the same for all…

量子物理 · 物理学 2008-05-12 Andris Ambainis

We consider quantile optimization of black-box functions that are estimated with noise. We propose two new iterative three-timescale local search algorithms. The first algorithm uses an appropriately modified finite-difference-based…

最优化与控制 · 数学 2023-08-16 Jiaqiao Hu , Meichen Song , Michael C. Fu

We study when partial Boolean functions can (and cannot) exhibit superpolynomial quantum query speedups, and develop a general framework for ruling out such speedups via two complementary lenses: promise-aware complexity measures and…

量子物理 · 物理学 2026-04-01 Thomas Huffstutler , Upendra Kapshikar , David Miloschewsky , Supartha Podder

We present a number of results related to quantum algorithms with small error probability and quantum algorithms that are zero-error. First, we give a tight analysis of the trade-offs between the number of queries of quantum search…

计算复杂性 · 计算机科学 2007-05-23 H. Buhrman , R. Cleve , R. de Wolf , Ch. Zalka

We prove upper and lower bounds for certain sums of products of fractional parts by using majoring and minorizing functions from Fourier analysis. In special cases the upper bounds are sharp if there exist counterexamples to the Littlewood…

数论 · 数学 2013-09-09 Thai Hoang Le , Jeffrey D. Vaaler

Arnoldi method and conjugate gradient method are important classical iteration methods in solving linear systems and estimating eigenvalues. Their efficiency often affected by the high dimension of the space, where quantum computer can play…

量子物理 · 物理学 2018-08-15 Changpeng Shao

McDiarmid's inequality has recently been proposed as a tool for setting margin requirements for complex systems. If $F$ is the bounded output of a complex system, depending on a vector of $n$ bounded inputs, this inequality provides a bound…

统计理论 · 数学 2013-08-16 Timothy C. Wallstrom

A central computational problem for analyzing and model checking various classes of infinite-state recursive probabilistic systems (including quasi-birth-death processes, multi-type branching processes, stochastic context-free grammars,…

计算机科学中的逻辑 · 计算机科学 2013-04-30 Alistair Stewart , Kousha Etessami , Mihalis Yannakakis

We study the *refuter* problems for proof complexity lower bounds. Suppose $\varphi$ is a hard tautology that does not admit any length-$s$ proof in some proof system $P$. In the corresponding refuter problem, we are given (query access to)…

计算复杂性 · 计算机科学 2026-03-25 Jiawei Li , Yuhao Li , Hanlin Ren

Analytic continuation of numerical data obtained in imaginary time or frequency has become an essential part of many branches of quantum computational physics. It is, however, an ill-conditioned procedure and thus a hard numerical problem.…

强关联电子 · 物理学 2016-08-18 Dominic Bergeron , A. -M. S. Tremblay

In this work, we consider the fundamental problem of deriving quantitative bounds on the probability that a given assertion is violated in a probabilistic program. We provide automated algorithms that obtain both lower and upper bounds on…

编程语言 · 计算机科学 2020-12-02 Jinyi Wang , Yican Sun , Hongfei Fu , Krishnendu Chatterjee , Amir Kafshdar Goharshady

Why are classifiers in high dimension vulnerable to "adversarial" perturbations? We show that it is likely not due to information theoretic limitations, but rather it could be due to computational constraints. First we prove that, for a…

机器学习 · 统计学 2018-05-28 Sébastien Bubeck , Eric Price , Ilya Razenshteyn

Maximum entropy inference and learning of graphical models are pivotal tasks in learning theory and optimization. This work extends algorithms for these problems, including generalized iterative scaling (GIS) and gradient descent (GD), to…

机器学习 · 计算机科学 2024-07-17 Minbo Gao , Zhengfeng Ji , Fuchao Wei