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AAAI2020顶会

Incremental Symmetry Breaking Constraints for Graph Search Problems

Avraham Itzhakov, Michael Codish

2020年份
4被引次数
2顶会引用

摘要

This paper introduces incremental symmetry breaking constraints for graph search problems which are complete and compact. We show that these constraints can be computed incrementally: A symmetry breaking constraint for order n graphs can be extended to one for order n + 1 graphs. Moreover, these constraints induce a special property on their canonical solutions: An order n canonical graph contains a canonical subgraph on the first k < n vertices for every 1 ≤ k ≤ n. This facilitates a "generate and extend" paradigm for parallel graph search problem solving: To solve a graph search problem ϕ on order n graphs, first generate the canonical graphs of some order k < n. Then, compute canonical solutions for ϕ by extending, in parallel, each canonical order k graph together with suitable symmetry breaking constraints. The contribution is that the proposed symmetry breaking constraints enable to extend the order k canonical graphs to order n canonical solutions. We demonstrate our approach through its application on two hard graph search problems.

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