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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

Binary Decision Diagrams (BDDs) are widely used for the representation of Boolean functions. Context-Free-Language Ordered Decision Diagrams (CFLOBDDs) are a plug-compatible replacement for BDDs -- roughly, they are BDDs augmented with a…

符号计算 · 计算机科学 2024-11-25 Xusheng Zhi , Thomas Reps

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

Pseudo-Boolean constraints are omnipresent in practical applications, and thus a significant effort has been devoted to the development of good SAT encoding techniques for them. Some of these encodings first construct a Binary Decision…

Chain reduction enables reduced ordered binary decision diagrams (BDDs) and zero-suppressed binary decision diagrams (ZDDs) to each take advantage of the others' ability to symbolically represent Boolean functions in compact form. For any…

数据结构与算法 · 计算机科学 2017-10-19 Randal E. Bryant

This paper presents a new compressed representation of Boolean functions, called CFLOBDDs (for Context-Free-Language Ordered Binary Decision Diagrams). They are essentially a plug-compatible alternative to BDDs (Binary Decision Diagrams),…

符号计算 · 计算机科学 2024-08-30 Meghana Sistla , Swarat Chaudhuri , Thomas Reps

This paper studies a difference between Binary Decision Diagrams (BDDs) and Zero-suppressed BDDs (ZDDs) from a conceptual point of view. It is commonly understood that a BDD is a representation of a Boolean function, whereas a ZDD is a…

计算机科学中的逻辑 · 计算机科学 2018-06-28 Kensuke Kojima

For three decades binary decision diagrams, a data structure efficiently representing Boolean functions, have been widely used in many distinct contexts like model verification, machine learning, cryptography and also resolution of…

数据结构与算法 · 计算机科学 2023-07-06 Julien Clément , Antoine Genitrini

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

Binary Decision Diagrams (BDDs) are a widely used data structure for efficient Boolean function representation. Context-Free-Language Ordered Binary Decision Diagrams (CFLOBDDs) are a recently introduced hierarchical data structure that…

形式语言与自动机理论 · 计算机科学 2026-05-18 Meghana Aparna Sistla , Swarat Chaudhuri , Thomas W. Reps

Understanding the characteristics of neural networks is important but difficult due to their complex structures and behaviors. Some previous work proposes to transform neural networks into equivalent Boolean expressions and apply…

机器学习 · 计算机科学 2023-06-09 Yiping Tang , Kohei Hatano , Eiji Takimoto

Matroids are often represented as oracles since there are no unified and compact representations for general matroids. This paper initiates the study of binary decision diagrams (BDDs) and zero-suppressed binary decision diagrams (ZDDs) as…

组合数学 · 数学 2024-04-24 Hiromi Emoto , Yuni Iwamasa , Shin-ichi Minato

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

Polynomial threshold gates are basic processing units of an artificial neural network. When the input vectors are binary vectors, these gates correspond to Boolean functions and can be analyzed via their polynomial representations. In…

计算复杂性 · 计算机科学 2013-07-05 Yi Ming Zou

Binary decision diagram (BDD) and zero-suppressed binary decision diagram (ZDD) are data structures to represent a family of (sub)sets compactly, and it can be used as succinct indexes for a family of sets. To build BDD/ZDD representing a…

数据结构与算法 · 计算机科学 2024-10-01 Kengo Nakamura , Masaaki Nishino , Shuhei Denzumi

Over the past decade, decision diagrams (DDs) have been used to model and solve integer programming and combinatorial optimization problems. Despite successful performance of DDs in solving various discrete optimization problems, their…

最优化与控制 · 数学 2024-03-27 Hosseinali Salemi , Danial Davarnia

Constraints among test parameters often have substantial effects on the performance of test case generation for combinatorial interaction testing. This paper investigates the effectiveness of the use of Binary Decision Diagrams (BDDs) for…

软件工程 · 计算机科学 2019-07-04 Tatsuhiro Tsuchiya

In many AI domains such as product configuration, a user should interactively specify a solution that must satisfy a set of constraints. In such scenarios, offline compilation of feasible solutions into a tractable representation is an…

人工智能 · 计算机科学 2014-01-17 Henrik Reif Andersen , Tarik Hadzic , David Pisinger

This paper proposes a novel approach to Hamiltonian simulation using Decision Diagrams (DDs), which are an exact representation based on exploiting redundancies in representations of quantum states and operations. While the simulation of…

量子物理 · 物理学 2024-03-04 Aaron Sander , Lukas Burgholzer , Robert Wille

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
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