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Non-commutative polynomial optimization (NPO) problems seek to minimize the state average of a polynomial of some operator variables, subject to polynomial constraints, over all states and operators, as well as the Hilbert spaces where…

量子物理 · 物理学 2025-07-22 Mateus Araújo , Andrew J. P. Garner , Miguel Navascues

Submodular set-functions have many applications in combinatorial optimization, as they can be minimized and approximately maximized in polynomial time. A key element in many of the algorithms and analyses is the possibility of extending the…

机器学习 · 计算机科学 2016-02-24 Francis Bach

Retrosynthesis, which aims to identify viable synthetic pathways for target molecules by decomposing them into simpler precursors, is often treated as a search problem. However, its complexity arises from multi-branched tree-structured…

人工智能 · 计算机科学 2025-11-25 Chengyang Tian , Yuhang Chang , Yangpeng Zhang , Yang Liu

Slicing is a program analysis technique originally developed for imperative languages. It facilitates understanding of data flow and debugging. This paper discusses slicing of Constraint Logic Programs. Constraint Logic Programming (CLP) is…

软件工程 · 计算机科学 2007-05-23 Gyongyi Szilagyi , Tibor Gyimothy , Jan Maluszynski

We propose a framework for the deployment and subsequent autonomic management of component-based distributed applications. An initial deployment goal is specified using a declarative constraint language, expressing constraints over aspects…

分布式、并行与集群计算 · 计算机科学 2010-06-25 Alan Dearle , Graham Kirby , Andrew McCarthy

Recomputation algorithms collectively refer to a family of methods that aims to reduce the memory consumption of the backpropagation by selectively discarding the intermediate results of the forward propagation and recomputing the discarded…

机器学习 · 计算机科学 2019-05-29 Mitsuru Kusumoto , Takuya Inoue , Gentaro Watanabe , Takuya Akiba , Masanori Koyama

Constraint answer set programming or CASP, for short, is a hybrid approach in automated reasoning putting together the advances of distinct research areas such as answer set programming, constraint processing, and satisfiability modulo…

人工智能 · 计算机科学 2021-07-20 Yuliya Lierler

Automatic service composition in mobile and pervasive computing faces many challenges due to the complex nature of the environment. Common approaches address service composition from optimization perspectives which are not feasible in…

软件工程 · 计算机科学 2019-08-07 Oscar J. Romero

Many interesting problems in fields ranging from telecommunications to computational biology can be formalized in terms of large underdetermined systems of linear equations with additional constraints or regularizers. One of the most…

机器学习 · 统计学 2019-08-06 Alfredo Braunstein , Anna Paola Muntoni , Andrea Pagnani , Mirko Pieropan

Program reductions are used widely to simplify reasoning about the correctness of concurrent and distributed programs. In this paper, we propose a general approach to proof simplification of concurrent programs based on exploring generic…

编程语言 · 计算机科学 2019-11-01 Azadeh Farzan , Anthony Vandikas

Mixed-integer programming (MIP) research is both mathematically sophisticated and engineering-intensive: testing an algorithmic hypothesis within a branch-and-cut solver requires substantial implementation, debugging, tuning, and…

人工智能 · 计算机科学 2026-05-12 Liding Xu , Yugeng Zhou , Sebastian Pokutta

The reduce-scatter collective operation in which $p$ processors in a network of processors collectively reduce $p$ input vectors into a result vector that is partitioned over the processors is important both in its own right and as building…

分布式、并行与集群计算 · 计算机科学 2025-02-14 Jesper Larsson Träff

A left-corner parsing algorithm with top-down filtering has been reported to show very efficient performance for unification-based systems. However, due to the nontermination of parsing with left-recursive grammars, top-down constraints…

cmp-lg · 计算机科学 2008-02-03 Noriko Tomuro

Recent advances in convex optimization have leveraged computer-assisted proofs to develop optimized first-order methods that improve over classical algorithms. However, each optimized method is specially tailored for a particular problem…

最优化与控制 · 数学 2025-07-01 Jinho Bok , Jason M. Altschuler

In this paper we present a rule based formalism for filtering variables domains of constraints. This formalism is well adapted for solving dynamic CSP. We take diagnosis as an instance problem to illustrate the use of these rules. A…

人工智能 · 计算机科学 2007-05-23 S. Piechowiak , J. Rodriguez

An attractive mechanism to specify global constraints in rostering and other domains is via formal languages. For instance, the Regular and Grammar constraints specify constraints in terms of the languages accepted by an automaton and a…

人工智能 · 计算机科学 2009-03-04 George Katsirelos , Nina Narodytska , Toby Walsh

We derive computationally tractable methods to select a small subset of experiment settings from a large pool of given design points. The primary focus is on linear regression models, while the technique extends to generalized linear models…

机器学习 · 统计学 2017-12-21 Yining Wang , Adams Wei Yu , Aarti Singh

Coordination is essential for dynamic distributed systems whose components exhibit interactive and autonomous behaviors. Spatially distributed, locally interacting, propagating computational fields are particularly appealing for allowing…

计算机科学中的逻辑 · 计算机科学 2019-03-14 Alberto Lluch Lafuente , Michele Loreti , Ugo Montanari

This paper introduces an approach to endow generative diffusion processes the ability to satisfy and certify compliance with constraints and physical principles. The proposed method recast the traditional sampling process of generative…

机器学习 · 计算机科学 2024-11-05 Jacob K Christopher , Stephen Baek , Ferdinando Fioretto

Literature on Constraint Satisfaction exhibits the definition of several structural properties that can be possessed by CSPs, like (in)consistency, substitutability or interchangeability. Current tools for constraint solving typically…

人工智能 · 计算机科学 2014-01-16 Lucas Bordeaux , Marco Cadoli , Toni Mancini