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We develop an approach to incorporate additional knowledge, in the form of general purpose integrity constraints (ICs), to reduce uncertainty in probabilistic databases. While incorporating ICs improves data quality (and hence quality of…

数据库 · 计算机科学 2009-07-10 Naveen Ashish , Sharad Mehrotra , Pouria Pirzadeh

Metric Temporal Logic (MTL) and Timed Propositional Temporal Logic (TPTL) are prominent real-time extensions of Linear Temporal Logic (LTL). In general, the satisfiability checking problem for these extensions is undecidable when both the…

计算机科学中的逻辑 · 计算机科学 2021-09-07 Shankara Narayanan Krishna , Khushraj Madnani , Manuel Mazo , Paritosh K. Pandya

Requirements engineering is a key phase in the development process. Ensuring that requirements are consistent is essential so that they do not conflict and admit implementations. We consider the formal verification of rt-consistency, which…

形式语言与自动机理论 · 计算机科学 2020-07-09 Thierry Jéron , Nicolas Markey , David Mentré , Reiya Noguchi , Ocan Sankur

A long-standing open question in Integer Programming is whether integer programs with constraint matrices with bounded subdeterminants are efficiently solvable. An important special case thereof are congruency-constrained integer programs…

最优化与控制 · 数学 2023-04-26 Martin Nägele , Richard Santiago , Rico Zenklusen

In this work, we provide a refined analysis of the UCBVI algorithm (Azar et al., 2017), improving both the bonus terms and the regret analysis. Additionally, we compare our version of UCBVI with both its original version and the…

机器学习 · 统计学 2025-05-30 Simone Drago , Marco Mussi , Alberto Maria Metelli

This paper proposes a thought experiment to search for efficient bounded algorithms of NPC problems by machine enumeration. The key contributions are: -- On Universal Turing Machines, a program's time complexity should be characterized as:…

计算复杂性 · 计算机科学 2012-10-09 YuQian Zhou

Abstracting neural networks with constraints they impose on their inputs and outputs can be very useful in the analysis of neural network classifiers and to derive optimization-based algorithms for certification of stability and robustness…

机器学习 · 计算机科学 2021-05-04 Navid Hashemi , Justin Ruths , Mahyar Fazlyab

We revisit the problem of finding optimal strategies for deterministic Markov Decision Processes (DMDPs), and a closely related problem of testing feasibility of systems of $m$ linear inequalities on $n$ real variables with at most two…

数据结构与算法 · 计算机科学 2021-10-29 Adam Karczmarz

This article presents a validation of a recently proposed strongly polynomial-time algorithm for the general linear programming problem. The proposed algorithm is an implicit reduction procedure that combines primal and dual linear…

最优化与控制 · 数学 2026-04-28 Samuel Awoniyi

The winner determination problems of many attractive multi-winner voting rules are NP-complete. However, they often admit polynomial-time algorithms when restricting inputs to be single-peaked. Commonly, such algorithms employ dynamic…

计算机科学与博弈论 · 计算机科学 2021-04-20 Dominik Peters

In connection with machine arithmetic, we are interested in systems of constraints of the form x + k \leq y + k'. Over integers, the satisfiability problem for such systems is polynomial time. The problem becomes NP complete if we restrict…

计算复杂性 · 计算机科学 2008-11-07 Nikolaj Bjørner , Andreas Blass , Yuri Gurevich , Madan Musuvathi

In this article, we investigate the behaviour of TMs with time limit and tape space limit. This problem is in P when the time limit is unary coded. If both limits go to infinity, it is undecidable which limit is exceeded first. Thus…

计算复杂性 · 计算机科学 2022-01-24 Reiner Czerwinski

Several techniques were proposed to model the Piecewise linear (PWL) functions, including convex combination, incremental and multiple choice methods. Although the incremental method was proved to be very efficient, the attention of the…

最优化与控制 · 数学 2018-02-13 Mutaz Tuffaha , Jan Tommy Gravdahl

The coalgebraic $\mu$-calculus provides a generic semantic framework for fixpoint logics with branching types beyond the standard relational setup, e.g. probabilistic, weighted, or game-based. Previous work on the coalgebraic $\mu$-calculus…

计算机科学中的逻辑 · 计算机科学 2019-01-16 Daniel Hausmann , Lutz Schröder

Obstacles to integrability in perturbed evolution equations are overcome by allowing higher-order terms in the expansion of the solution to depend explicitly on time and position. With a special expansion algorithm, obstacles vanish…

可精确求解与可积系统 · 物理学 2007-05-23 Alex Veksler , yair zarmi

Reinforcement learning algorithms are usually stated without theoretical guarantees regarding their performance. Recently, Jin, Yang, Wang, and Jordan (COLT 2020) showed a polynomial-time reinforcement learning algorithm (namely, LSVI-UCB)…

机器学习 · 计算机科学 2024-11-19 Philips George John , Arnab Bhattacharyya , Silviu Maniu , Dimitrios Myrisiotis , Zhenan Wu

Mixed-integer optimisation problems can be computationally challenging. Here, we introduce and analyse two efficient algorithms with a specific sequential design that are aimed at dealing with sampled problems within this class. At each…

最优化与控制 · 数学 2023-03-07 Mohammadreza Chamanbaz , Roland Bouffanais

For an integer linear optimization (ILO) problem, persistency of its linear optimization (LO) relaxation is a property that for every optimal solution of the relaxation that assigns integer values to some variables, there exists an optimal…

最优化与控制 · 数学 2022-03-10 Kei Kimura , Kotaro Nakayama

Information inequalities appear in many database applications such as query output size bounds, query containment, and implication between data dependencies. Recently Khamis et al. proposed to study the algorithmic aspects of information…

数据库 · 计算机科学 2023-09-22 Miika Hannula

This paper addresses the problem of recursive set-membership identification for linear time varying (LTV) systems when both input and output measurements are affected by bounded additive noise. First we formulate the problem of online…

最优化与控制 · 数学 2021-07-06 Sophie M. Fosson , Diego Regruto , Talal Abdalla , Abdul Salam