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Backdoor Decomposable Monotone Circuits and their Propagation Complete Encodings

Result description

We describe a compilation language of backdoor decomposable monotone circuits (BDMCs) which generalizes several concepts appearing in the literature, e.g. DNNFs and backdoor trees. A C-BDMC sentence is a monotone circuit which satisfies decomposability property (such as in DNNF) in which the inputs (or leaves) are associated with CNF encodings from a given base class C. We consider the class of propagation complete (PC) encodings as a base class and we show that PC-BDMCs are polynomially equivalent to PC encodings. Additionally, we use this to determine the properties of PC-BDMCs and PC encodings with respect to the knowledge compilation map including the list of efficient operations on the languages.

Keywords

SatisfiabilityKnowledge Representation Languages

The result's identifiers

Alternative languages

  • Result language

    angličtina

  • Original language name

    Backdoor Decomposable Monotone Circuits and their Propagation Complete Encodings

  • Original language description

    We describe a compilation language of backdoor decomposable monotone circuits (BDMCs) which generalizes several concepts appearing in the literature, e.g. DNNFs and backdoor trees. A C-BDMC sentence is a monotone circuit which satisfies decomposability property (such as in DNNF) in which the inputs (or leaves) are associated with CNF encodings from a given base class C. We consider the class of propagation complete (PC) encodings as a base class and we show that PC-BDMCs are polynomially equivalent to PC encodings. Additionally, we use this to determine the properties of PC-BDMCs and PC encodings with respect to the knowledge compilation map including the list of efficient operations on the languages.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

Others

  • Publication year

    2021

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the AAAI Conference on Artificial Intelligence

  • ISBN

    978-1-57735-866-4

  • ISSN

  • e-ISSN

  • Number of pages

    9

  • Pages from-to

    3832-3840

  • Publisher name

    AAAI Press

  • Place of publication

    Palo Alto

  • Event location

    Vancouver / Online

  • Event date

    Feb 2, 2021

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000680423503105

Basic information

Result type

D - Article in proceedings

D

OECD FORD

Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Year of implementation

2021