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Linear solvers are major computational bottlenecks in a wide range of decision support and optimization computations. The challenges become even more pronounced on heterogeneous hardware, where traditional sparse numerical linear algebra…

计算工程、金融与科学 · 计算机科学 2024-01-26 Kasia Świrydowicz , Nicholson Koukpaizan , Maksudul Alam , Shaked Regev , Michael Saunders , Slaven Peleš

Instances of logical cryptanalysis, circuit verification, and bounded model checking can often be succinctly represented as a combined satisfiability (SAT) problem where an instance is a combination of traditional clauses and parity…

计算机科学中的逻辑 · 计算机科学 2012-09-11 Tero Laitinen , Tommi Junttila , Ilkka Niemelä

We consider the problem of quantitative group testing (QGT), where the goal is to recover a sparse binary vector from aggregate subset-sum queries: each query selects a subset of indices and returns the sum of those entries.…

信息论 · 计算机科学 2025-09-03 Mahdi Soleymani , Tara Javidi

There is a growing interest in understanding arguments' strength in Quantitative Bipolar Argumentation Frameworks (QBAFs). Most existing studies focus on attribution-based methods that explain an argument's strength by assigning importance…

人工智能 · 计算机科学 2024-11-12 Xiang Yin , Nico Potyka , Francesca Toni

A quantified Boolean formula (QBF) is a propositional formula extended with universal and existential quantification over propositions. There are two methodologies in CEGAR based QBF solving techniques, one that is based on a refinement…

计算机科学中的逻辑 · 计算机科学 2018-03-28 Leander Tentrup

We build on a recently proposed method for explaining solutions of constraint satisfaction problems. An explanation here is a sequence of simple inference steps, where the simplicity of an inference step is measured by the number and types…

人工智能 · 计算机科学 2021-07-06 Emilio Gamba , Bart Bogaerts , Tias Guns

Multifidelity forward uncertainty quantification (UQ) problems often involve multiple quantities of interest and heterogeneous models (e.g., different grids, equations, dimensions, physics, surrogate and reduced-order models). While…

数值分析 · 数学 2023-06-26 M. Croci , K. E. Willcox , S. J. Wright

As we rapidly approach the frontiers of ultra large computing resources, software optimization is becoming of paramount interest to scientific application developers interested in efficiently leveraging all available on-Node computing…

Quantum computing and AI have found a fruitful intersection in the field of natural language processing. We focus on the recently proposed DisCoCirc framework for natural language, and propose a quantum adaptation, QDisCoCirc. This is…

量子物理 · 物理学 2024-08-13 Tuomas Laakkonen , Konstantinos Meichanetzidis , Bob Coecke

We present enhancements to SDPB, an open source, parallelized, arbitrary precision semidefinite program solver designed for the conformal bootstrap. The main enhancement is significantly improved performance and scalability using the…

高能物理 - 理论 · 物理学 2019-09-24 Walter Landry , David Simmons-Duffin

Case-Based Reasoning (CBR) is an artificial intelligence approach to problem-solving with a good record of success. This article proposes using Quantum Computing to improve some of the key processes of CBR, such that a Quantum Case-Based…

The satisfiability problem in real closed fields is decidable. In the context of satisfiability modulo theories, the problem restricted to conjunctive sets of literals, that is, sets of polynomial constraints, is of particular importance.…

计算机科学中的逻辑 · 计算机科学 2015-11-05 Maximilian Jaroschek , Pablo Federico Dobal , Pascal Fontaine

Modern computation relies crucially on modular architectures, breaking a complex algorithm into self-contained subroutines. A client can then call upon a remote server to implement parts of the computation independently via an application…

This paper presents key enhancements to our previous work~\cite{naghmouchi2024mixed} on a hybrid Benders decomposition (HBD) framework for solving mixed integer linear programs (MILPs). In our approach, the master problem is reformulated as…

量子物理 · 物理学 2026-01-23 Anna Joliot , M. Yassine Naghmouchi , Wesley Coelho

We investigate the query evaluation problem for fixed queries over fully dynamic databases where tuples can be inserted or deleted. The task is to design a dynamic data structure that can immediately report the new result of a fixed query…

数据库 · 计算机科学 2017-09-29 Christoph Berkholz , Jens Keppeler , Nicole Schweikardt

The analysis of infeasible subproblems plays an import role in solving mixed integer programs (MIPs) and is implemented in most major MIP solvers. There are two fundamentally different concepts to generate valid global constraints from…

最优化与控制 · 数学 2016-11-24 Jakob Witzig , Timo Berthold , Stefan Heinz

The complexity of large-scale distributed systems, particularly when deployed in physical space, calls for new mechanisms to address composability and reusability of collective adaptive behaviour. Computational fields have been proposed as…

计算机科学中的逻辑 · 计算机科学 2019-01-15 Mirko Viroli , Giorgio Audrito , Ferruccio Damiani , Danilo Pianini , Jacob Beal

In this paper, we present results obtained using QMCTorch, a modular framework for real-space Quantum Monte Carlo (QMC) simulations of small molecular systems. Built on the popular deep learning library PyTorch, QMCTorch is GPU-native and…

化学物理 · 物理学 2025-06-12 Nicolas Renaud

Efficient omission of symmetric solution candidates is essential for combinatorial problem-solving. Most of the existing approaches are instance-specific and focus on the automatic computation of Symmetry Breaking Constraints (SBCs) for…

计算机科学中的逻辑 · 计算机科学 2022-04-26 Alice Tarzariol , Martin Gebser , Konstantin Schekotihin

We present an experimental study of the effects of quantifier alternations on the evaluation of quantified Boolean formula (QBF) solvers. The number of quantifier alternations in a QBF in prenex conjunctive normal form (PCNF) is directly…

计算机科学中的逻辑 · 计算机科学 2018-09-05 Florian Lonsing , Uwe Egly