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Robust estimation is much more challenging in high dimensions than it is in one dimension: Most techniques either lead to intractable optimization problems or estimators that can tolerate only a tiny fraction of errors. Recent work in…

机器学习 · 计算机科学 2018-03-14 Ilias Diakonikolas , Gautam Kamath , Daniel M. Kane , Jerry Li , Ankur Moitra , Alistair Stewart

Optimizing the cost of evaluating a polynomial is a classic problem in computer science. For polynomials in one variable, Horner's method provides a scheme for producing a computationally efficient form. For multivariate polynomials it is…

符号计算 · 计算机科学 2015-06-05 J. Kuipers , J. A. M. Vermaseren , A. Plaat , H. J. van den Herik

This paper provides a bound on the number of numeric operations (fixed or floating point) that can safely be performed before accuracy is lost. This work has important implications for control systems with safety-critical software, as these…

数学软件 · 计算机科学 2007-05-23 Marc Daumas , David Lester

AFP Algorithm is a learning algorithm for Horn formulas. We show that it does not improve the complexity of AFP Algorithm, if after each negative counterexample more that just one refinements are performed. Moreover, a canonical normal form…

机器学习 · 计算机科学 2017-08-10 Ruhollah Majdoddin

All proper scoring rules incentivize an expert to predict \emph{accurately} (report their true estimate), but not all proper scoring rules equally incentivize \emph{precision}. Rather than treating the expert's belief as exogenously given,…

计算机科学与博弈论 · 计算机科学 2021-06-01 Eric Neyman , Georgy Noarov , S. Matthew Weinberg

This paper introduces a conformal inference method to evaluate uncertainty in classification by generating prediction sets with valid coverage conditional on adaptively chosen features. These features are carefully selected to reflect…

机器学习 · 统计学 2024-10-31 Yanfei Zhou , Matteo Sesia

In this paper, we address the efficient implementation of moving horizon state estimation of constrained discrete-time linear systems. We propose a novel iteration scheme which employs a proximity-based formulation of the underlying…

最优化与控制 · 数学 2021-11-09 Meriem Gharbi , Bahman Gharesifard , Christian Ebenbauer

Consider a polynomial optimization problem. Adding polynomial equations generated by the Fritz John conditions to the constraint set does not change the optimal value. As proved in [arXiv:2205.04254 (2022)], the objective polynomial has…

最优化与控制 · 数学 2022-11-15 Ngoc Hoang Anh Mai

For two unknown mixed quantum states $\rho$ and $\sigma$ in an $N$-dimensional Hilbert space, computing their fidelity $F(\rho,\sigma)$ is a basic problem with many important applications in quantum computing and quantum information, for…

量子物理 · 物理学 2023-01-04 Qisheng Wang , Zhicheng Zhang , Kean Chen , Ji Guan , Wang Fang , Junyi Liu , Mingsheng Ying

A method is proposed for solving equality constrained nonlinear optimization problems involving twice continuously differentiable functions. The method employs a trust funnel approach consisting of two phases: a first phase to locate an…

数值分析 · 数学 2017-07-04 Frank E. Curtis , Daniel P. Robinson , Mohammadreza Samadi

We introduce Info-Commit, an information-theoretic protocol for polynomial commitment and verification. With the help of a trusted initializer, a succinct commitment to a private polynomial $f$ is provided to the user. The user then queries…

信息论 · 计算机科学 2022-03-24 Saeid Sahraei , Salman Avestimehr , Ramy E. Ali

Let F be a homogeneous real polynomial of even degree in any number of variables. We consider the problem of giving explicit conditions on the coefficients so that F is positive definite or positive semi-definite. In this note we produce a…

代数几何 · 数学 2007-05-23 Fernando Cukierman

A (deterministic) polynomial-time algorithm is proposed for approximating the ground state of (general) one-dimensional gapped Hamiltonians. Let $\epsilon,n,\eta$ be the energy gap, the system size, and the desired precision, respectively.…

强关联电子 · 物理学 2015-10-27 Yichen Huang

We consider bivariate polynomials over the skew field of quaternions, where the indeterminates commute with all coefficients and with each other. We analyze existence of univariate factorizations, that is, factorizations with univariate…

环与代数 · 数学 2021-11-08 Johanna Lercher , Hans-Peter Schröcker

This paper is devoted to the complexity of the Boolean satisfiability problem. We consider a version of this problem, where the Boolean formula is specified in the conjunctive normal form. We prove an unexpected result that the…

计算复杂性 · 计算机科学 2018-07-23 Grigoriy V. Bokov

In many instances of fixed-point multiplication, a full precision result is not required. Instead it is sufficient to return a faithfully rounded result. Faithful rounding permits the machine representable number either immediately above or…

硬件体系结构 · 计算机科学 2024-04-23 Theo Drane , Samuel Coward , Mertcan Temel , Joe Leslie-Hurd

Various methods can obtain certified estimates for roots of polynomials. Many applications in science and engineering additionally utilize the value of functions evaluated at roots. For example, critical values are obtained by evaluating an…

符号计算 · 计算机科学 2021-02-02 Parker B. Edwards , Jonathan D. Hauenstein , Clifford D. Smyth

We derive two probabilistic bounds for the relative forward error in the floating point summation of $n$ real numbers, by representing the roundoffs as independent, zero-mean, bounded random variables. The first probabilistic bound is based…

数值分析 · 数学 2021-05-31 Johnathan Rhyne

We describe a formal correctness proof of RANKING, an online algorithm for online bipartite matching. An outcome of our formalisation is that it shows that there is a gap in all combinatorial proofs of the algorithm. Filling that gap…

计算机科学中的逻辑 · 计算机科学 2023-03-01 Mohammad Abdulaziz , Christoph Madlener

Floating-point computations are quickly finding their way in the design of safety- and mission-critical systems, despite the fact that designing floating-point algorithms is significantly more difficult than designing integer algorithms.…

人工智能 · 计算机科学 2015-08-03 Roberto Bagnara , Matthieu Carlier , Roberta Gori , Arnaud Gotlieb