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相关论文: Proof Systems Based on Structured Circuits

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A classical question of propositional logic is one of the shortest proof of a tautology. A related fundamental problem is to determine the relative efficiency of standard proof systems, where the relative complexity is measured using the…

计算机科学中的逻辑 · 计算机科学 2017-03-21 Olga Tveretina

We introduce and investigate symbolic proof systems for Quantified Boolean Formulas (QBF) operating on Ordered Binary Decision Diagrams (OBDDs). These systems capture QBF solvers that perform symbolic quantifier elimination, and as such…

计算复杂性 · 计算机科学 2021-04-07 Stefan Mengel , Friedrich Slivovsky

Structured $d$-DNNFs and SDDs are restricted negation normal form circuits used in knowledge compilation as target languages into which propositional theories are compiled. Structuredness is imposed by so-called vtrees. By definition SDDs…

计算复杂性 · 计算机科学 2020-01-08 Beate Bollig , Martin Farenholtz

We consider the compilation of a binary neural network's decision function into tractable representations such as Ordered Binary Decision Diagrams (OBDDs) and Sentential Decision Diagrams (SDDs). Obtaining this function as an OBDD/SDD…

机器学习 · 计算机科学 2020-07-06 Weijia Shi , Andy Shih , Adnan Darwiche , Arthur Choi

We introduce a novel framework, termed $\lambda$DD, that revisits Binary Decision Diagrams from a purely functional point of view. The framework allows to classify the already existing variants, including the most recent ones like Chain-DD…

计算机科学中的逻辑 · 计算机科学 2020-07-23 Joan Thibault , Khalil Ghorbal

Sentential decision diagrams (SDDs) introduced by Darwiche in 2011 are a promising representation type used in knowledge compilation. The relative succinctness of representation types is an important subject in this area. The aim of the…

计算复杂性 · 计算机科学 2018-02-14 Beate Bollig , Matthias Buttkus

We introduced decomposable negation normal form (DNNF) recently as a tractable form of propositional theories, and provided a number of powerful logical operations that can be performed on it in polynomial time. We also presented an…

人工智能 · 计算机科学 2007-05-23 Adnan Darwiche

Circuits in deterministic decomposable negation normal form (d-DNNF) are representations of Boolean functions that enable linear-time model counting. This paper strengthens our theoretical knowledge of what classes of functions can be…

计算复杂性 · 计算机科学 2025-02-04 Alexis de Colnet , Stefan Szeider , Tianwei Zhang

We demonstrate a family of propositional formulas in conjunctive normal form so that a formula of size $N$ requires size $2^{\Omega(\sqrt[7]{N/logN})}$ to refute using the tree-like OBDD refutation system of Atserias, Kolaitis and Vardi…

计算复杂性 · 计算机科学 2007-05-23 Nathan Segerlind

Introduced by Darwiche (2011), sentential decision diagrams (SDDs) are essentially as tractable as ordered binary decision diagrams (OBDDs), but tend to be more succinct in practice. This makes SDDs a prominent representation language, with…

计算机科学中的逻辑 · 计算机科学 2016-01-05 Simone Bova

Ordered Binary Decision Diagrams (OBDDs) are a data structure that is used in an increasing number of fields of Computer Science (e.g., logic synthesis, program verification, data mining, bioinformatics, and data protection) for…

数据结构与算法 · 计算机科学 2015-02-05 Anna Bernasconi , Valentina Ciriani , Lorenzo Lago

Ordered binary decision diagrams (OBDDs) are a fundamental data structure for the manipulation of Boolean functions, with strong applications to finite-state symbolic model checking. OBDDs allow for efficient algorithms using top-down…

计算机科学中的逻辑 · 计算机科学 2025-02-18 Michael Blondin , Michaël Cadilhac , Xin-Yi Cui , Philipp Czerner , Javier Esparza , Jakob Schulz

In reliability engineering, we need to understand system dependencies, cause-effect relations, identify critical components, and analyze how they trigger failures. Three prominent graph models commonly used for these purposes are fault…

其他计算机科学 · 计算机科学 2023-10-10 L. A. Jimenez-Roa , T. Heskes , M. Stoelinga

The field of knowledge compilation establishes the tractability of many tasks by studying how to compile them to Boolean circuit classes obeying some requirements such as structuredness, decomposability, and determinism. However, in other…

数据库 · 计算机科学 2022-01-20 Antoine Amarilli , Florent Capelli , Mikaël Monet , Pierre Senellart

Decomposable Negation Normal Forms (DNNFs) are Boolean circuits in negation normal form where the subcircuits leading into each AND gate are defined on disjoint sets of variables. We prove a strongly exponential lower bound on the size of…

计算复杂性 · 计算机科学 2015-02-20 Simone Bova , Florent Capelli , Stefan Mengel , Friedrich Slivovsky

The Sentential Decision Diagram (SDD) is a tractable representation of Boolean functions that subsumes the famous Ordered Binary Decision Diagram (OBDD) as a strict subset. SDDs are attracting much attention because they are more succinct…

数据结构与算法 · 计算机科学 2020-04-07 Kengo Nakamura , Shuhei Denzumi , Masaaki Nishino

Two-level logic minimization is a central problem in logic synthesis, and has applications in reliability analysis and automated reasoning. This paper represents a method of minimizing Boolean sum of products function with binary decision…

数据结构与算法 · 计算机科学 2012-03-29 Debajit Sensarma , Subhashis Banerjee , Krishnendu Basuli , Saptarshi Naskar , Samar Sen Sarma

Both structured d-DNNF and SDD can be exponentially more succinct than OBDD. Moreover, SDD is essentially as tractable as OBDD. But this has left two important open questions. Firstly, does OBDD support more tractable transformations than…

人工智能 · 计算机科学 2024-02-08 Harry Vinall-Smeeth

Safety-critical controllers of complex systems are hard to construct manually. Automated approaches such as controller synthesis or learning provide a tempting alternative but usually lack explainability. To this end, learning decision…

人工智能 · 计算机科学 2025-03-26 Debraj Chakraborty , Clemens Dubslaff , Sudeep Kanav , Jan Kretinsky , Christoph Weinhuber

This paper studies propositional proof systems in which lines are sequents of decision trees or branching programs - deterministic and nondeterministic. The systems LDT and LNDT are propositional proof systems in which lines represent…

计算复杂性 · 计算机科学 2019-10-21 Sam Buss , Anupam Das , Alexander Knop
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