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相关论文: Resolution structure in HornSAT and CNFSAT

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We study the representation of systems S of linear equations over the two-element field (aka xor- or parity-constraints) via conjunctive normal forms F (boolean clause-sets). First we consider the problem of finding an "arc-consistent"…

计算复杂性 · 计算机科学 2014-06-24 Matthew Gwynne , Oliver Kullmann

We propose $\mathcal{T}$ruth $\mathcal{T}$able net ($\mathcal{TT}$net), a novel Convolutional Neural Network (CNN) architecture that addresses, by design, the open challenges of interpretability, formal verification, and logic gate…

人工智能 · 计算机科学 2023-02-03 Adrien Benamira , Tristan Guérand , Thomas Peyrin , Trevor Yap , Bryan Hooi

A coreset (or core-set) of an input set is its small summation, such that solving a problem on the coreset as its input, provably yields the same result as solving the same problem on the original (full) set, for a given family of problems…

机器学习 · 计算机科学 2019-10-22 Ibrahim Jubran , Alaa Maalouf , Dan Feldman

To check the satisfiability of (non-linear) real arithmetic formulas, modern satisfiability modulo theories (SMT) solving algorithms like NLSAT depend heavily on single cell construction, the task of generalizing a sample point to a…

符号计算 · 计算机科学 2025-12-17 Valentin Promies , Jasper Nalbach , Erika Ábrahám , Paul Wagner

We show how automatic tools for the verification of linear and branching time properties of procedural, multi-threaded, and functional programs as well as program synthesis can be naturally and uniformly seen as solvers of constraints in…

计算机科学中的逻辑 · 计算机科学 2014-06-02 Andrey Rybalchenko

Proving complexity lower bounds remains a challenging task: we only know how to prove conditional uniform lower bounds and nonuniform lower bounds in restricted circuit models. Williams (STOC 2010) showed how to derive nonuniform lower…

计算复杂性 · 计算机科学 2026-03-10 Nikolai Chukhin , Alexander S. Kulikov , Ivan Mihajlin , Arina Smirnova

We consider the problem of solving floating-point constraints obtained from software verification. We present UppSAT --- a new implementation of a systematic approximation refinement framework [ZWR17] as an abstract SMT solver. Provided…

计算机科学中的逻辑 · 计算机科学 2017-12-12 Aleksandar Zeljic , Peter Backeman , Christoph M. Wintersteiger , Philipp Ruemmer

Generalizing the novel clause elimination procedures developed in [M. Heule, M. J\"arvisalo, and A. Biere. Clause elimination procedures for CNF formulas. In Proc. LPAR-17, volume 6397 of LNCS, pages 357-371. Springer, 2010.], we introduce…

计算机科学中的逻辑 · 计算机科学 2015-03-17 Marijn Heule , Matti Järvisalo , Armin Biere

We present a general method for converting any family of unsatisfiable CNF formulas that is hard for one of the simplest proof systems, tree resolution, into formulas that require large rank in any proof system that manipulates polynomials…

计算复杂性 · 计算机科学 2009-12-04 Paul Beame , Trinh Huynh , Toniann Pitassi

Many researchers believe that ConvNets perform well on small or moderately sized datasets, but are not competitive with Vision Transformers when given access to datasets on the web-scale. We challenge this belief by evaluating a performant…

计算机视觉与模式识别 · 计算机科学 2023-10-26 Samuel L. Smith , Andrew Brock , Leonard Berrada , Soham De

Over the past few decades, combinatorial solvers have seen remarkable performance improvements, enabling their practical use in real-world applications. In some of these applications, ensuring the correctness of the solver's output is…

计算机科学中的逻辑 · 计算机科学 2025-11-18 Dieter Vandesande , Jordi Coll , Bart Bogaerts

This paper presents a new algorithm for the convex hull problem, which is based on a reduction to a combinatorial decision problem POLYTOPE-COMPLETENESS-COMBINATORIAL, which in turn can be solved by a simplicial homology computation. Like…

度量几何 · 数学 2007-05-23 Michael Joswig , G"unter M. Ziegler

We present a general framework for good CNF-representations of boolean constraints, to be used for translating decision problems into SAT problems (i.e., deciding satisfiability for conjunctive normal forms). We apply it to the…

计算复杂性 · 计算机科学 2014-08-06 Matthew Gwynne , Oliver Kullmann

We introduce a compressed representation of sets of sets that exploits how much they differ from each other. Our representation supports access, membership, predecessor and successor queries on the sets within logarithmic time. In addition,…

数据结构与算法 · 计算机科学 2026-02-02 Travis Gagie , Meng He , Gonzalo Navarro

Open Answer Set Programming (OASP) is an attractive framework for integrating ontologies and rules. In general OASP is undecidable. In previous work we provided a tableau-based algorithm for satisfiability checking w.r.t. forest logic…

计算机科学中的逻辑 · 计算机科学 2010-11-30 Cristina Feier , Stijn Heymans

In this note we show that any $k$-CNF which can be refuted by a quasi-polynomial $\mathsf{Res}^*(\mathsf{polylog})$ refutation has a "narrow" refutation in $\mathsf{Res}$ (i.e., of poly-logarithmic width). We also show the converse…

计算复杂性 · 计算机科学 2013-10-23 Massimo Lauria

Inferring causal relationships from observational data is rarely straightforward, but the problem is especially difficult in high dimensions. For these applications, causal discovery algorithms typically require parametric restrictions or…

统计方法学 · 统计学 2022-06-29 David S. Watson , Ricardo Silva

We present HornStr, the first solver for invariant synthesis for Regular Model Checking (RMC) with the specification provided in the SMT-LIB 2.6 theory of strings. It is well-known that invariant synthesis for RMC subsumes various important…

计算机科学中的逻辑 · 计算机科学 2025-05-27 Hongjian Jiang , Anthony W. Lin , Oliver Markgraf , Philipp Rümmer , Daniel Stan

Boolean Satisfiability (SAT) problems are expressed as mathematical formulas. This paper presents a matrix representation for these SAT problems. It shows how to use this matrix representation to get the full set of valid satisfying…

计算复杂性 · 计算机科学 2025-05-20 Paul W. Homer

This thesis studies how the segmentation results, produced by convolutional neural networks (CNN), is different from each other when applied to small biomedical datasets. We use different architectures, parameters and hyper-parameters,…

图像与视频处理 · 电气工程与系统科学 2020-11-04 Vitaly Nikolaev
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