AND/OR search spaces for graphical models
R Dechter, R Mateescu - Artificial intelligence, 2007 - Elsevier
The paper introduces an AND/OR search space perspective for graphical models that
include probabilistic networks (directed or undirected) and constraint networks. In contrast to …
include probabilistic networks (directed or undirected) and constraint networks. In contrast to …
[PDF][PDF] New Compilation Languages Based on Structured Decomposability.
K Pipatsrisawat, A Darwiche - AAAI, 2008 - cdn.aaai.org
We introduce in this paper two new, complete propositional languages and study their
properties in terms of (1) their support for polytime operations and (2) their ability to …
properties in terms of (1) their support for polytime operations and (2) their ability to …
The expressive power of ad-hoc constraints for modelling CSPs
Ad-hoc constraints (also called generic constraints) are important for modelling Constraint
Satisfaction Problems (CSPs). Many representations have been proposed to define ad-hoc …
Satisfaction Problems (CSPs). Many representations have been proposed to define ad-hoc …
Approximate compilation of constraints into multivalued decision diagrams
We present an incremental refinement algorithm for approximate compilation of constraint
satisfaction models into multivalued decision diagrams (MDDs). The algorithm uses a vertex …
satisfaction models into multivalued decision diagrams (MDDs). The algorithm uses a vertex …
A lower bound on the size of decomposable negation normal form
T Pipatsrisawat, A Darwiche - Proceedings of the AAAI Conference on …, 2010 - ojs.aaai.org
We consider in this paper the size of a Decomposable Negation Normal Form (DNNF) that
respects a given vtree (known as structured DNNF). This representation of propositional …
respects a given vtree (known as structured DNNF). This representation of propositional …
A dichotomy for succinct representations of homomorphisms
C Berkholz, H Vinall-Smeeth - 50th International Colloquium on …, 2023 - drops.dagstuhl.de
The task of computing homomorphisms between two finite relational structures A and B is a
well-studied question with numerous applications. Since the set Hom (A, B) of all …
well-studied question with numerous applications. Since the set Hom (A, B) of all …
Binary Constraint Trees and Structured Decomposability
P Kučera - 29th International Conference on Principles and …, 2023 - drops.dagstuhl.de
A binary constraint tree (BCT, Wang and Yap 2022) is a normalized binary CSP whose
constraint graph is a tree. A BCT constraint is a constraint represented with a BCT where …
constraint graph is a tree. A BCT constraint is a constraint represented with a BCT where …
Top-down algorithms for constructing structured DNNF: Theoretical and practical implications
K Pipatsrisawat, A Darwiche - ECAI 2010, 2010 - ebooks.iospress.nl
We introduce a top-down compilation algorithm for constructing structured DNNF for any
Boolean function. With appropriate restrictions, the algorithm can produce various subsets of …
Boolean function. With appropriate restrictions, the algorithm can produce various subsets of …
[PDF][PDF] Knowledge compilation properties of tree-of-BDDs
S Subbarayan, L Bordeaux, Y Hamadi - PROCEEDINGS OF THE …, 2007 - cdn.aaai.org
We present a CNF to Tree-of-BDDs (ToB) compiler with complexity at most exponential in
the tree width. We then present algorithms for interesting queries on ToB. Although some of …
the tree width. We then present algorithms for interesting queries on ToB. Although some of …
[PDF][PDF] H-DPOP: Using Hard Constraints for Search Space Pruning in DCOP.
A Kumar, A Petcu, B Faltings - AAAI, 2008 - cdn.aaai.org
In distributed constraint optimization problems, dynamic programming methods have been
recently proposed (eg DPOP). In dynamic programming many valuations are grouped …
recently proposed (eg DPOP). In dynamic programming many valuations are grouped …